{"id":"W2163917177","doi":"10.3899/jrheum.091106","title":"Chance and the Prepared Mind — Attracting Trainees into Rheumatology","year":2009,"lang":"en","type":"letter","venue":"The Journal of Rheumatology","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Rheumatology; Medicine; Internal medicine; Logistic regression; Curriculum; Family medicine; Medical education; Physical therapy; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.01015345,0.0003401982,0.0004900026,0.002051002,0.00221372,0.006359297,0.000860906,0.003333314,0.014804],"category_scores_gemma":[0.04485172,0.0003291649,0.0004244942,0.001108016,0.006356329,0.003496695,0.00303075,0.004051797,0.002559198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003860601,"about_ca_system_score_gemma":0.003995679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01259142,"about_ca_topic_score_gemma":0.02859288,"domain_scores_codex":[0.9909205,0.005028586,0.0003393566,0.0008841002,0.001826275,0.001001109],"domain_scores_gemma":[0.9740689,0.01317275,0.002765339,0.0008823351,0.002657338,0.006453353],"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":[0.0004846433,0.0002226938,0.09417555,0.0002716488,0.00006294352,0.00042883,0.001561329,0.0001098004,0.0002952517,0.03558648,0.6356238,0.2311771],"study_design_scores_gemma":[0.0001784163,0.0008090322,0.2245877,0.001850556,0.00009915826,0.002118217,0.007313425,0.0007739968,0.0006941534,0.04985487,0.7115453,0.0001752167],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.01684117,0.03755654,0.001472824,0.8747146,0.02102649,0.00005441174,0.0002434203,0.0001013288,0.04798922],"genre_scores_gemma":[0.5701944,0.04584859,0.002669069,0.2597223,0.06404904,0.0001422014,0.0003108321,0.0001929104,0.05687071],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.014804,"threshold_uncertainty_score":0.05369723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00969065361950354,"score_gpt":0.269173260801688,"score_spread":0.2594826071821845,"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."}}