{"id":"W4387326561","doi":"10.1017/s0140525x23000286","title":"Purity is still a problem","year":2023,"lang":"en","type":"letter","venue":"Behavioral and Brain Sciences","topic":"Psychology of Moral and Emotional Judgment","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Harm; Construct (python library); Morality; Psychology; Social psychology; Epistemology; Computer science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.004927509,0.0005584863,0.001230338,0.0004402225,0.003360284,0.002995637,0.002284113,0.02547234,0.00820206],"category_scores_gemma":[0.02792745,0.0004048941,0.0009457885,0.0003904724,0.006721764,0.00547081,0.00212069,0.04669247,0.01062601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003797225,"about_ca_system_score_gemma":0.004020631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004647105,"about_ca_topic_score_gemma":0.004685132,"domain_scores_codex":[0.9953679,0.001432895,0.0004966457,0.0007243177,0.001584907,0.0003932665],"domain_scores_gemma":[0.9828581,0.01023599,0.0008653427,0.0009825304,0.00345381,0.001604186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002000706,0.00001371057,0.0001769906,0.00008979892,0.00001299231,0.001022623,0.0001060506,0.0000264772,0.00009293004,0.01073398,0.9639386,0.0237659],"study_design_scores_gemma":[0.00003386978,0.00002137938,0.000261056,0.0003032628,0.00001397158,0.002585746,0.000310685,0.0001221055,0.0001817336,0.02978817,0.9663561,0.00002188204],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.0001946297,0.004858612,0.0002006849,0.9760442,0.01539251,0.000004960018,0.00003005869,0.00003241793,0.003241898],"genre_scores_gemma":[0.004184745,0.003456173,0.0002204075,0.9664378,0.02206463,0.00001659696,0.00002665018,0.0000287002,0.003564477],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02547234,"threshold_uncertainty_score":0.02755088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2794171618629697,"score_gpt":0.3639222371387754,"score_spread":0.08450507527580575,"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."}}