{"id":"W2413457707","doi":"","title":"Manpower in Canadian academic rheumatology units: current status and future trends. Canadian Council of Academic Rheumatologists.","year":2001,"lang":"en","type":"article","venue":"PubMed","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen Elizabeth II Health Sciences Centre; Dalhousie University","funders":"","keywords":"Medicine; Rheumatology; Subspecialty; Internal medicine; Family medicine; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0005617987,0.0001888854,0.0004378661,0.0007343489,0.00005596462,0.000005197459,0.0001041894,0.0004295057,0.00008489034],"category_scores_gemma":[0.0005223206,0.0001639302,0.00004553138,0.000865608,0.0002187931,0.00009639099,0.00001647882,0.0007585919,0.000004369947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001350172,"about_ca_system_score_gemma":0.002852732,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8360741,"about_ca_topic_score_gemma":0.9659835,"domain_scores_codex":[0.997836,0.00007368295,0.0004886946,0.0003134681,0.0002718132,0.001016339],"domain_scores_gemma":[0.9983342,0.00005834871,0.0001040184,0.0001966359,0.0001919319,0.001114912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004361273,0.00001578258,0.723179,0.0001642044,0.00001708368,0.00000920971,0.0009181314,0.000001208628,0.000001203967,0.00149946,0.002006422,0.2721447],"study_design_scores_gemma":[0.0009189839,0.00002402194,0.7131395,0.00005185443,0.00001673012,0.00004379517,0.0005022489,0.00002191708,6.167687e-7,0.0001555309,0.2850093,0.0001155858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609251,0.02331591,5.904191e-7,0.007972517,0.0004980224,0.0006133999,0.00005059231,0.00002018231,0.006603678],"genre_scores_gemma":[0.9769083,0.02222056,0.000007988874,0.0002283026,0.00003083253,0.0002516902,0.00008232801,0.00001910431,0.0002509441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2830028,"threshold_uncertainty_score":0.668488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03210481085080381,"score_gpt":0.2679757447926791,"score_spread":0.2358709339418753,"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."}}