{"id":"W2789837987","doi":"10.1136/bmj.g3337","title":"Quarter of medical directors are new to job","year":2014,"lang":"en","type":"article","venue":"BMJ","topic":"Health Services Management and Policy","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Face (sociological concept); Psychology; Medical education; Family medicine; Medicine; Geography; Sociology; Social science","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":[0.001673333,0.0002282475,0.0002384205,0.001091444,0.0014028,0.001474662,0.0004690315,0.001311008,0.02285236],"category_scores_gemma":[0.007935456,0.0003754166,0.0005012861,0.00164371,0.0004999309,0.001975594,0.001159557,0.001871212,0.004664813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001778404,"about_ca_system_score_gemma":0.00271665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07680357,"about_ca_topic_score_gemma":0.1548781,"domain_scores_codex":[0.9973227,0.0004371616,0.0002311671,0.0002835015,0.00103498,0.0006905729],"domain_scores_gemma":[0.988331,0.001010092,0.003529481,0.0003554516,0.002266517,0.004507461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000168533,0.0001211702,0.5028707,0.0004354121,0.00006161335,0.0002157239,0.00437033,0.00005526984,0.001198673,0.0006634649,0.4306039,0.05923512],"study_design_scores_gemma":[0.0000112436,0.00006068643,0.8855546,0.0001541885,0.00001456044,0.0003041538,0.01198823,0.00006154383,0.000355045,0.00006963708,0.1014046,0.0000214639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7437471,0.008737557,0.0006076657,0.1480139,0.003925283,0.000137054,0.01757348,0.0004029869,0.07685493],"genre_scores_gemma":[0.8426308,0.006182911,0.0005087222,0.08131745,0.001902279,0.0001246873,0.007066947,0.00008848042,0.06017765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07680357,"threshold_uncertainty_score":0.1527131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0842147759638371,"score_gpt":0.5011565500294992,"score_spread":0.4169417740656621,"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."}}