{"id":"W2172624768","doi":"10.1073/pnas.1519760112","title":"Costs and benefits of group living are neither simple nor linear","year":2015,"lang":"en","type":"letter","venue":"Proceedings of the National Academy of Sciences","topic":"Primate Behavior and Ecology","field":"Psychology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canada Research Chairs","keywords":"Simple (philosophy); Group (periodic table); Mathematics; Biology; Chemistry; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00321574,0.0006180003,0.0008106399,0.0006397823,0.0009017406,0.002482619,0.001271098,0.005338045,0.01257753],"category_scores_gemma":[0.01447874,0.0004586962,0.000659404,0.0006178227,0.006626906,0.004470111,0.001867705,0.006223834,0.004175598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001836357,"about_ca_system_score_gemma":0.0006932472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001760699,"about_ca_topic_score_gemma":0.00246092,"domain_scores_codex":[0.998511,0.0003864435,0.0000889982,0.0003611042,0.0005219677,0.0001304572],"domain_scores_gemma":[0.9921023,0.005273728,0.0006147795,0.0009592954,0.0006534194,0.0003964663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000938022,0.0001444845,0.01368564,0.000756278,0.0004264556,0.001059445,0.000377351,0.003716149,0.005971251,0.6645851,0.09852983,0.2098099],"study_design_scores_gemma":[0.0001427624,0.0001548204,0.02172263,0.0002113836,0.0000927947,0.001244738,0.0004827311,0.002581913,0.0009730465,0.8677279,0.1045869,0.00007843394],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1133486,0.0186034,0.04647095,0.6151761,0.008387037,0.0001186554,0.001495858,0.0004493999,0.1959499],"genre_scores_gemma":[0.8205048,0.01300632,0.00822682,0.1236232,0.009927917,0.000156521,0.0004953852,0.0001859875,0.02387305],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01257753,"threshold_uncertainty_score":0.04207605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09123368965310039,"score_gpt":0.353384215331857,"score_spread":0.2621505256787566,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}