{"id":"W2041544033","doi":"10.1191/1740774504cn031oa","title":"Time trends in personnel certification and turnover in the Collaborative Ocular Melanoma Study","year":2004,"lang":"en","type":"article","venue":"Clinical Trials","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Eye Institute","keywords":"Certification; Workload; Medicine; Clinical trial; Family medicine; Internal medicine; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006146381,0.00009766788,0.0006484069,0.00009812549,0.00003710915,0.00001148249,0.0000562572,0.0001610109,0.0000700867],"category_scores_gemma":[0.002335488,0.00005647697,0.0000920665,0.000384405,0.0001168382,0.00004230859,0.00001108475,0.000214434,0.00005747581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005327567,"about_ca_system_score_gemma":0.00007056897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002928759,"about_ca_topic_score_gemma":0.0001332328,"domain_scores_codex":[0.996902,0.001837878,0.0007475803,0.0002702498,0.0001286379,0.0001135911],"domain_scores_gemma":[0.9981855,0.001360958,0.0001472887,0.0002232062,0.00003297128,0.00005004838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003344511,0.01095504,0.9408182,0.000008782245,0.0005268421,0.0009435304,0.01912372,0.00001134998,0.0001682572,0.0001940732,0.0002723259,0.02363338],"study_design_scores_gemma":[0.02459385,0.002242428,0.9688329,0.0000292811,0.000274095,0.000009462288,0.002972208,0.00001248864,0.00004265246,0.0002966889,0.0006268078,0.00006715284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945797,0.000327105,0.000001775198,0.00335449,0.00009159021,0.0009480059,0.000006277716,0.000008443997,0.0006826],"genre_scores_gemma":[0.9991363,0.00003184958,0.00006774385,0.0003507374,0.0001198669,0.00006132978,0.00002018085,0.000006125114,0.0002058134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0280147,"threshold_uncertainty_score":0.2795967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2157754339925988,"score_gpt":0.4934075280923952,"score_spread":0.2776320940997964,"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."}}