{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003302161,0.0002726956,0.0002619487,0.0001863012,0.0004123696,0.0002014463,0.000642858,0.0003453144,0.0001950325],"category_scores_gemma":[0.00004375396,0.0001978736,0.00009909955,0.0004741837,0.001484192,0.0002142637,0.0002269057,0.0007254003,0.0003700157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001896001,"about_ca_system_score_gemma":0.00006250287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001393622,"about_ca_topic_score_gemma":0.00001087838,"domain_scores_codex":[0.9971991,0.0001187301,0.0002492501,0.001082981,0.0007833121,0.000566646],"domain_scores_gemma":[0.9993926,0.0001923044,0.00012488,0.0001796123,0.00002198935,0.00008861231],"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":[0.000002666799,0.00004543756,0.0003458491,0.00002156244,9.650074e-7,0.0002172001,0.0001321377,1.775564e-7,0.002352371,0.00007637859,0.9931558,0.003649441],"study_design_scores_gemma":[0.0001941068,0.0004406255,0.002371336,0.00008726364,0.000019519,0.0001374356,0.00003554856,0.00001379462,0.001145828,0.01055266,0.9845445,0.0004573512],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1726613,0.00004405465,0.000001489528,0.8246635,0.0007543876,0.0002564723,0.0001612495,0.000144769,0.001312753],"genre_scores_gemma":[0.01037804,0.00007245766,0.000240695,0.9616432,0.0009722643,0.00005992352,0.00001782765,0.00002134967,0.02659423],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1622833,"threshold_uncertainty_score":0.8069049,"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."}}