{"id":"W2074296657","doi":"10.1111/j.1479-8077.2005.00141.x","title":"Developing rheumatology in the Asia‐Pacific region: it starts with our medical students","year":2005,"lang":"en","type":"article","venue":"APLAR Journal of Rheumatology","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Curriculum; Medical education; Rheumatology; Family medicine; Medical school; Internal medicine; Psychology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00139013,0.0001689603,0.0006505331,0.0002820078,0.00008143351,0.00001985244,0.0004062697,0.0002166714,0.00005457278],"category_scores_gemma":[0.0005741761,0.00009471342,0.0001184777,0.000269597,0.0001464876,0.0001329699,0.00004033418,0.000639292,0.00002345634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000748267,"about_ca_system_score_gemma":0.0004338708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003159963,"about_ca_topic_score_gemma":0.000270536,"domain_scores_codex":[0.997385,0.0003637155,0.0008691566,0.000178225,0.0008876541,0.0003162773],"domain_scores_gemma":[0.9987832,0.0002934769,0.0003856616,0.0002125755,0.0001939467,0.0001311423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000575105,0.0005490871,0.9594021,0.0002822937,0.0002358344,0.000668022,0.004280536,0.00001394501,0.000006397082,0.006598754,0.01963916,0.007748693],"study_design_scores_gemma":[0.02515893,0.005092384,0.4567295,0.006026347,0.0002723338,0.2851461,0.09582485,0.0002989903,0.00003712299,0.002652865,0.1219358,0.0008247564],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8325087,0.0009031793,0.0015964,0.1642817,0.0001955298,0.0002071343,2.063304e-7,0.00000778854,0.00029942],"genre_scores_gemma":[0.9956492,0.001480335,0.001827233,0.0009488838,0.00002232124,0.000008041801,0.000003286474,0.00001607844,0.00004459826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5026727,"threshold_uncertainty_score":0.3862301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01529142675632915,"score_gpt":0.3125419855454147,"score_spread":0.2972505587890856,"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."}}