{"id":"W2098666933","doi":"10.3899/jrheum.091389","title":"Strategies to Improve Recruitment into Rheumatology: Results of the Workforce in Rheumatology Issues Study (WRIST)","year":2010,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; Western University","funders":"Canadian Rheumatology Association","keywords":"Rheumatology; Medicine; Internal medicine; Workforce; Family medicine; Demographics; Physical therapy; Medical education; Demography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03897303,0.0005033536,0.0004919455,0.0009102239,0.001220737,0.001512967,0.000754351,0.001160008,0.0026573],"category_scores_gemma":[0.04971856,0.00032495,0.0009852368,0.001391859,0.0004254713,0.001562946,0.002447986,0.001149068,0.001066689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001622914,"about_ca_system_score_gemma":0.01526941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01548578,"about_ca_topic_score_gemma":0.02057186,"domain_scores_codex":[0.9860865,0.009622961,0.001127445,0.0002994111,0.002025415,0.0008383603],"domain_scores_gemma":[0.9761386,0.01030874,0.002206408,0.000647274,0.005811247,0.004887705],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009397754,0.005214535,0.6126505,0.003946706,0.0001652649,0.0003508889,0.03288503,0.0003397682,0.0005948988,0.0003934419,0.02267356,0.3198457],"study_design_scores_gemma":[0.001413536,0.005575837,0.9148638,0.00207515,0.0002527617,0.0002413187,0.04376055,0.0007330543,0.0005246662,0.0003053637,0.03017013,0.0000840178],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9586568,0.001845637,0.001738525,0.01690834,0.0003066949,0.0101466,0.001662578,0.00009405432,0.008640645],"genre_scores_gemma":[0.9584529,0.003159409,0.01349776,0.005330779,0.0001764156,0.01242373,0.002205007,0.00003936206,0.004714667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.961027,"threshold_uncertainty_score":0.2061115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01907810458302779,"score_gpt":0.3368801954190454,"score_spread":0.3178020908360176,"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."}}