{"id":"W2760716429","doi":"10.1177/0952695117722716","title":"The unfailing machine","year":2017,"lang":"en","type":"article","venue":"History of the Human Sciences","topic":"Historical and Scientific Studies","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Reign; Guard (computer science); Punishment (psychology); Sociology; Action (physics); Law; Psychology; Political science; Social psychology; Computer science","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0007756891,0.00004954969,0.0001076104,0.00002129565,0.003602609,0.00002010526,0.0007484552,0.00001303378,0.00006019102],"category_scores_gemma":[0.0003275372,0.00002098624,0.0000857816,0.0000401386,0.004178296,0.00004716154,0.0001395544,0.00007467345,0.00001331818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001565163,"about_ca_system_score_gemma":0.00009584697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001734748,"about_ca_topic_score_gemma":0.0001170912,"domain_scores_codex":[0.999216,0.00002126112,0.0001272731,0.0001400641,0.0003739094,0.0001215253],"domain_scores_gemma":[0.999197,0.00004845834,0.0001631874,0.0005138801,0.00004547244,0.0000319786],"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":[0.00003545882,0.0001721005,0.07156601,0.0000751789,0.0000572675,0.000007570216,0.01206245,0.000005933379,0.04273548,0.03126275,0.8287385,0.01328132],"study_design_scores_gemma":[0.0001355463,0.00004890693,0.04128012,0.00003216753,0.00002032737,0.00000319205,0.0001602783,0.00007174085,0.0002616221,0.0008168461,0.9571238,0.00004551321],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4617296,0.01137571,0.000006605901,0.006818662,0.007639577,0.0001774156,0.00000160268,0.00002517641,0.5122257],"genre_scores_gemma":[0.7863212,0.0000132184,0.00004275452,0.00007477433,0.00006133408,0.000001818757,4.601635e-8,0.000001656983,0.2134832],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3245916,"threshold_uncertainty_score":0.9985318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1504892389797784,"score_gpt":0.324667584886318,"score_spread":0.1741783459065396,"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."}}