{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002629471,0.0001447846,0.0002187965,0.0008503963,0.00034002,0.0005758398,0.0004966921,0.0002731458,0.001092018],"category_scores_gemma":[0.006471996,0.0001814857,0.0002765726,0.001241499,0.0001919672,0.0003014487,0.0004929465,0.0004454608,0.0001339291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007861081,"about_ca_system_score_gemma":0.001223986,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02309165,"about_ca_topic_score_gemma":0.02645377,"domain_scores_codex":[0.9981863,0.0005547266,0.0001338317,0.0002679797,0.0004335621,0.0004235401],"domain_scores_gemma":[0.9903369,0.001240651,0.004974896,0.0004506844,0.00145741,0.001539376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004818945,0.00001383064,0.9988708,0.000004182791,0.00001696418,0.00001129381,0.00003688466,0.00002429553,0.0000226258,0.000008366663,0.0001737329,0.0007688314],"study_design_scores_gemma":[0.000005650928,0.00003809449,0.9995004,0.000004106847,0.000006121636,0.00003522307,0.0001038274,0.0001204624,0.00001599068,0.000005613324,0.0001632678,0.000001348347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982713,0.0002870307,0.0001029146,0.0001203311,0.000006584764,0.0000175416,0.0006700347,0.000004283394,0.0005199678],"genre_scores_gemma":[0.9988382,0.00008539686,0.00007241878,0.0000269124,0.000009755449,0.000019879,0.0008383531,0.000002268456,0.000106841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02309165,"threshold_uncertainty_score":0.04591447,"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."}}