{"id":"W2803566906","doi":"10.1097/rhu.0000000000000803","title":"Planning for the Rheumatologist Workforce","year":2018,"lang":"en","type":"article","venue":"JCR Journal of Clinical Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Canadian Rheumatology Association; University of Manitoba; University of Alberta; McMaster University; Toronto Western Hospital; Heritage Medical Research Clinic; University of British Columbia; William Osler Health System; Public Health Ontario; Research Canada; Krembil Foundation; University of Calgary; Arthritis Research Centre of Canada; Western University; University of Ottawa; Alberta Bone and Joint Health Institute","funders":"","keywords":"Medicine; Workforce; Workload; Demographics; Clinical Practice; Family medicine; Univariate analysis; Internal medicine; Multivariate analysis; Workforce planning; Physical therapy; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001341288,0.0002231128,0.0001157258,0.0003633929,0.0009620109,0.0009615495,0.0005653573,0.0004437091,0.01242784],"category_scores_gemma":[0.004629813,0.0001462499,0.0002371337,0.000269941,0.0002582848,0.0005941743,0.001172605,0.0009300169,0.00239616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000526667,"about_ca_system_score_gemma":0.004843874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002964608,"about_ca_topic_score_gemma":0.005227388,"domain_scores_codex":[0.9989489,0.0003915072,0.00003960571,0.00009756945,0.0002287846,0.0002936197],"domain_scores_gemma":[0.9963897,0.0004602908,0.000830847,0.00009301571,0.0003931913,0.00183292],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009120506,0.0009432809,0.5898901,0.0004846898,0.00005170522,0.0009201349,0.004434192,0.0007294951,0.002597405,0.001528627,0.0746904,0.3236389],"study_design_scores_gemma":[0.00007394218,0.001235118,0.7039302,0.001186005,0.00005673595,0.002588503,0.02041618,0.001286426,0.0007831174,0.002469246,0.2659289,0.00004564674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8670201,0.006771823,0.007540814,0.04212118,0.001060252,0.0005657515,0.0008778882,0.0003174861,0.07372474],"genre_scores_gemma":[0.9714066,0.002135552,0.008109868,0.004225399,0.0003766092,0.0001539142,0.0005094128,0.00002413794,0.01305848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01242784,"threshold_uncertainty_score":0.04157525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1455269239577418,"score_gpt":0.4820678893761274,"score_spread":0.3365409654183856,"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."}}