{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001349601,0.00007490916,0.0002096405,0.00008794227,0.0001120655,0.000002553119,0.0002524118,0.0001444581,0.004010046],"category_scores_gemma":[0.0003456087,0.00006046864,0.00003283881,0.0001831254,0.000008834038,0.00003253685,0.0001146155,0.0002109463,0.002636654],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002282474,"about_ca_system_score_gemma":0.0001910543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006283302,"about_ca_topic_score_gemma":0.003278186,"domain_scores_codex":[0.9983492,0.0003227165,0.0004534651,0.0001270959,0.0003983364,0.0003492166],"domain_scores_gemma":[0.9987499,0.0002921132,0.000156063,0.0002982799,0.00004108034,0.0004625377],"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":[0.00001494753,0.00001054392,0.0829465,0.000423877,0.000006503426,7.25602e-7,0.002950288,5.328632e-7,0.000003326317,0.004745251,0.9018003,0.007097152],"study_design_scores_gemma":[0.0003087939,0.00003801839,0.2876415,0.0002865831,0.000004706229,6.912072e-8,0.0004302834,0.00008832646,0.000001774451,0.0002133124,0.7109291,0.00005749031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.368597,0.00003157016,0.0005786431,0.3796715,0.001862498,0.001157177,0.000005190065,0.000126234,0.2479702],"genre_scores_gemma":[0.8838326,0.000017194,0.0005073891,0.08472231,0.005285826,0.00008542716,0.000006580488,0.00002702187,0.02551566],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5152355,"threshold_uncertainty_score":0.9981399,"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."}}