{"id":"W4386701572","doi":"10.1016/j.rdc.2023.08.007","title":"Eric Bywaters and Barbara Ansell","year":2023,"lang":"en","type":"article","venue":"Rheumatic Disease Clinics of North America","topic":"Muscle and Compartmental Disorders","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital","funders":"","keywords":"Medicine; Specialty; Rheumatology; Multidisciplinary approach; Family medicine; Internal medicine; Library science; Social science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007278221,0.0001415857,0.0003787191,0.0001079212,0.0000529898,0.000009145623,0.00008502116,0.00001906082,0.0001559302],"category_scores_gemma":[0.0001273153,0.0001244647,0.0001327705,0.0004255728,0.0001998862,0.00005179815,0.00005697411,0.00007214701,0.0002122661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009054127,"about_ca_system_score_gemma":0.00007396677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002060653,"about_ca_topic_score_gemma":0.000004076105,"domain_scores_codex":[0.9988176,0.00003182016,0.0004360391,0.0002338306,0.0002484248,0.0002322994],"domain_scores_gemma":[0.9989426,0.0001410575,0.0001345018,0.0003343006,0.00003662031,0.0004108929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003481708,0.0004828314,0.8276999,0.001051637,0.0001817973,0.00005031465,0.000357308,0.00007363307,0.000004806141,0.0000213858,0.006452582,0.1632756],"study_design_scores_gemma":[0.001009989,0.0002669854,0.9871979,0.0001870604,0.0001575206,0.00000157994,0.000329433,0.00615033,9.525276e-7,0.0001778669,0.004379962,0.0001404025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997726,0.0004331056,0.00004734066,0.000445158,0.00008067812,0.0003131935,0.00004554765,0.0001026382,0.0008063947],"genre_scores_gemma":[0.9958917,0.002752004,0.0002623396,0.0005788154,0.0000110273,0.0000293051,0.0002204899,0.00002170575,0.0002325366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1631352,"threshold_uncertainty_score":0.5075523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02230705876663029,"score_gpt":0.2881174617250726,"score_spread":0.2658104029584423,"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."}}