task,system,method,batch_size,n_targets,accuracy,balanced_accuracy,precision,recall,f1,matthews_correlation,pearson_log1p,spearman_log1p,mse_log1p_all,mse_log1p_true_effect,true_negative,false_positive,false_negative,true_positive
task_1_deg_count,baseline,always_zero,,272,0.6323529411764706,0.5,0.0,0.0,0.0,0.0,,,4.336519280203926,11.795332442154677,172,0,100,0
task_1_deg_count,baseline,constant_log_mse,,272,0.36764705882352944,0.5,0.36764705882352944,1.0,0.5376344086021505,0.0,,,3.444726924270045,8.543278050075218,0,172,0,100
task_1_deg_count,baseline,constant_arithmetic_mean,,272,0.36764705882352944,0.5,0.36764705882352944,1.0,0.5376344086021505,0.0,,,6.308842641551215,4.546370251312985,0,172,0,100
task_1_deg_count,baseline,all_cell_types_constant_log_mse,,272,0.6323529411764706,0.5,0.0,0.0,0.0,0.0,,,4.336519280203926,11.795332442154677,172,0,100,0
task_1_deg_count,baseline,all_cell_types_constant_arithmetic_mean,,272,0.36764705882352944,0.5,0.36764705882352944,1.0,0.5376344086021505,0.0,,,3.3685107880127245,7.08639713079697,0,172,0,100
task_1_deg_count,baseline,physical_neighbor_mean_count,,272,0.5367647058823529,0.6044186046511628,0.43434343434343436,0.86,0.5771812080536913,0.226268266459596,0.24277860600863793,0.21758956156889667,5.015248828538798,5.482199737202205,60,112,14,86
task_1_deg_count,baseline,functional_neighbor_mean_count,,272,0.47794117647058826,0.5453488372093024,0.39603960396039606,0.8,0.5298013245033113,0.10003124409110714,0.15213405249340706,0.07038373403590725,5.641188905053506,6.355301396598956,50,122,20,80
task_1_deg_count,baseline,literature_neighbor_mean_count,,272,0.4632352941176471,0.5462790697674419,0.3944954128440367,0.86,0.5408805031446541,0.11188032344277879,0.12344529408708835,0.0743148272570157,5.7022123650192205,5.56640863106587,40,132,14,86
task_1_deg_count,single_agent,r-bioagents-rosalind-ev3,1,272,0.7536764705882353,0.7403488372093023,0.6571428571428571,0.69,0.6731707317073171,0.47608375141058185,0.5100681565303736,0.5258100891600231,2.73322115918812,6.442128565710592,136,36,31,69
task_1_deg_count,single_agent,r-bioagents-rosalind-ev3,5,272,0.7279411764705882,0.7220930232558139,0.6140350877192983,0.7,0.6542056074766355,0.4340584007689326,0.5420435317840838,0.4946553719363118,2.555230737235985,5.89735688030464,128,44,30,70
task_1_deg_count,single_agent,r-bioagents-rosalind-ev3,20,272,0.7279411764705882,0.7262790697674418,0.6101694915254238,0.72,0.6605504587155964,0.440288396154657,0.5209035406107095,0.5050311595555499,2.653365826152839,5.717313916547714,126,46,28,72
task_1_deg_count,single_agent,r-bioagents-rosalind-ev3,all,272,0.7205882352941176,0.6681395348837209,0.6714285714285714,0.47,0.5529411764705883,0.37088507424548955,0.48523325951785584,0.4393178051977817,2.8907812236575876,6.8330556605643,149,23,53,47
task_1_deg_count,distributed_agents,adaptive_gpt-rosalind-5.5,1,272,0.7352941176470589,0.7048837209302325,0.6555555555555556,0.59,0.6210526315789474,0.41989888676415044,0.4908788358987016,0.47077661891068473,2.861800425736832,6.385146699066799,141,31,41,59