{"id":"W2327105069","doi":"10.1177/0730888415618728","title":"Persistence Is Cultural","year":2015,"lang":"en","type":"article","venue":"Work and Occupations","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":197,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Science Foundation","keywords":"Socialization; Internship; Graduation (instrument); Coursework; Salient; Sociology; Persistence (discontinuity); Social psychology; Psychology; Public relations; Pedagogy; Political science; Engineering","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":[0.0001607967,0.00002439363,0.00003119967,0.00001138434,0.0004287492,0.00004479858,0.00005428194,0.00002702135,0.00009616062],"category_scores_gemma":[0.0000687721,0.00002241862,0.00001696849,0.0001405546,0.0001064816,0.0001415091,0.00001795212,0.00003066849,0.0000542197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002069558,"about_ca_system_score_gemma":0.00004763468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00065167,"about_ca_topic_score_gemma":0.0003107581,"domain_scores_codex":[0.999663,0.00004082252,0.00003535108,0.00006639354,0.0001107106,0.00008375156],"domain_scores_gemma":[0.9997538,0.00001418633,0.00001349656,0.00004398857,0.0000723239,0.0001021944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009367653,0.00002718858,0.5090923,0.000001880579,0.000008246632,8.119478e-7,0.3447345,0.000003026647,8.446182e-7,0.0255791,0.1180829,0.002459834],"study_design_scores_gemma":[0.0002124559,0.00001991071,0.2728237,0.000006175372,0.00002053251,2.59252e-7,0.1503957,0.000008661948,0.000006799931,0.002660133,0.5737094,0.0001362411],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8664293,0.0001623225,0.0001881014,0.007473644,0.0002107548,0.0000654974,0.000008554837,0.00004418234,0.1254177],"genre_scores_gemma":[0.9956426,0.0000223484,0.0003035587,0.0003626271,0.00005037063,8.961915e-7,0.000002695287,6.107823e-7,0.003614281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4556265,"threshold_uncertainty_score":0.3297636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3233729776275465,"score_gpt":0.3543311881811512,"score_spread":0.03095821055360465,"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."}}