{"id":"W2071697345","doi":"10.3899/jrheum.081200","title":"Attracting Internal Medicine Trainees to Rheumatology: Where and When Programs Should Focus Efforts","year":2009,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Heritage Medical Research Clinic; University of Alberta","funders":"","keywords":"Rheumatology; Medicine; Internal medicine; Subspecialty; Family medicine; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001011539,0.0001784785,0.0007159461,0.0001966641,0.00009250011,0.00001031903,0.0001584729,0.0001330528,0.00009115779],"category_scores_gemma":[0.000606729,0.00009534182,0.000110466,0.0001261176,0.0002425375,0.00009655472,0.00002665975,0.0004524004,0.000004697413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002800508,"about_ca_system_score_gemma":0.00005034201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003531653,"about_ca_topic_score_gemma":0.0001719505,"domain_scores_codex":[0.9984041,0.0001502169,0.0007672289,0.0001348037,0.0002663349,0.0002773092],"domain_scores_gemma":[0.9986411,0.0003917925,0.0004029187,0.0001746288,0.0001873696,0.0002021957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001989838,0.0004284079,0.5110515,0.0005391047,0.0003995671,0.00005215815,0.02425822,0.00001429191,0.002797235,0.003875901,0.01301901,0.4415748],"study_design_scores_gemma":[0.02030268,0.04219348,0.6072801,0.01349606,0.001448708,0.1926096,0.03888781,0.0006645675,0.0002340221,0.05849584,0.02328307,0.001104057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9188904,0.003188389,0.001464458,0.07523614,0.0002537723,0.0003080071,2.857697e-7,0.00001990335,0.0006386247],"genre_scores_gemma":[0.9971271,0.0009683908,0.00135626,0.000436266,0.00002137571,0.000002432536,0.000001117453,0.00001426946,0.0000727533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4404707,"threshold_uncertainty_score":0.3887927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02043903769077161,"score_gpt":0.3043793640258408,"score_spread":0.2839403263350692,"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."}}