{"id":"W2277252510","doi":"10.1177/0022427815625093","title":"An Experimental Test of Deviant Modeling","year":2016,"lang":"en","type":"article","venue":"Journal of Research in Crime and Delinquency","topic":"Crime Patterns and Interventions","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of Waterloo","funders":"","keywords":"Psychology; Test (biology); Social psychology; Behavioral modeling; Control (management); Computer science; Artificial intelligence","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":[0.003170507,0.00004913024,0.0001422631,0.0003422948,0.000134309,0.0000400729,0.0002324209,0.00005173257,0.0003303465],"category_scores_gemma":[0.0004105041,0.00003237389,0.0000665437,0.000183357,0.0002670009,0.0004818736,0.00003395465,0.0001733053,0.000004723508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008381497,"about_ca_system_score_gemma":0.0002175937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001505315,"about_ca_topic_score_gemma":0.0002094986,"domain_scores_codex":[0.9983909,0.0002672251,0.000449216,0.00009834302,0.0005469261,0.0002474163],"domain_scores_gemma":[0.9988889,0.0001869607,0.0000902078,0.00009927133,0.0005635943,0.0001711064],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003040179,0.004113188,0.1852107,0.0001219258,0.00006225875,0.0002893299,0.02643537,0.00006372853,0.631025,0.01881779,0.004394134,0.1291626],"study_design_scores_gemma":[0.01594305,0.02658758,0.04150372,0.01642879,0.0001173766,0.0003874498,0.4010129,0.01354995,0.3232822,0.1420113,0.01708865,0.002087144],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928554,0.002216112,0.001088746,0.0009922618,0.00008974246,0.00007187138,0.000004365229,0.000003253904,0.002678255],"genre_scores_gemma":[0.9983923,0.000847086,0.0004355046,0.00001321145,0.0002034822,0.000001903692,1.034579e-7,0.000005140896,0.0001012729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3745775,"threshold_uncertainty_score":0.3617062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3055395321370354,"score_gpt":0.5479759888308741,"score_spread":0.2424364566938386,"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."}}