{"id":"W4362619963","doi":"10.1098/rsos.221188","title":"Helpers or halos: examining the evaluative mechanisms underlying selective prosociality","year":2023,"lang":"en","type":"article","venue":"Royal Society Open Science","topic":"Evolutionary Psychology and Human Behavior","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Concordia University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Prosocial behavior; Psychology; Trait; Reciprocity (cultural anthropology); Attribution; Social psychology; Social preferences; Helping behavior; Social cognition; Developmental psychology; Cognition","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":[0.001627308,0.0001455879,0.0001458965,0.0003473228,0.0002591533,0.0005648454,0.0001214168,0.0001642132,0.001210869],"category_scores_gemma":[0.003909153,0.0001312006,0.00009251354,0.00008029416,0.000549645,0.0004645523,0.0007298545,0.000260828,0.0001106595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001678375,"about_ca_system_score_gemma":0.0001596474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004322458,"about_ca_topic_score_gemma":0.0008722944,"domain_scores_codex":[0.9996527,0.0001544212,0.0000122031,0.0000672708,0.00006774723,0.00004562192],"domain_scores_gemma":[0.9982817,0.0005274756,0.0005880109,0.0001539759,0.0001639956,0.000284806],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007425273,0.0002766532,0.7581758,0.0001834366,0.00008058556,0.0006183286,0.02505096,0.0002296641,0.1385504,0.004385769,0.0002941982,0.07141162],"study_design_scores_gemma":[0.000008587557,0.000431145,0.98511,0.00002278626,0.00002433862,0.000465794,0.005112238,0.0004643464,0.005916158,0.001244702,0.001180401,0.00001936853],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998582,0.00009333512,0.0003253351,0.00002031162,0.000001885576,0.000003487996,0.000005446223,0.000001853136,0.0009662862],"genre_scores_gemma":[0.9993688,0.00005079791,0.0002609841,0.000006846615,0.00000202888,0.000002732222,0.000005316358,0.000001260587,0.0003013153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001627308,"threshold_uncertainty_score":0.008606136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2288478746649848,"score_gpt":0.46673058342053,"score_spread":0.2378827087555452,"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."}}