{"id":"W4283806887","doi":"10.1016/j.rdc.2022.04.001","title":"How the American College of Rheumatology Develops Guidelines","year":2022,"lang":"en","type":"review","venue":"Rheumatic Disease Clinics of North America","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; Mount Sinai Hospital","funders":"","keywords":"Medicine; Rheumatology; Clinical Practice; Family medicine; Internal medicine; Alternative medicine; Health care; MEDLINE; Medical education; Pathology","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001616361,0.0006969149,0.005807364,0.0003760683,0.0001533477,0.00001585778,0.0009815565,0.00009091237,0.0004524283],"category_scores_gemma":[0.05681031,0.0004853903,0.001750877,0.002049605,0.001229513,0.0001191655,0.0005814664,0.0008343658,0.00003665074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001422285,"about_ca_system_score_gemma":0.005166749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001950218,"about_ca_topic_score_gemma":0.00005732493,"domain_scores_codex":[0.9895156,0.001113642,0.006875367,0.0007504621,0.001256216,0.0004887102],"domain_scores_gemma":[0.9687537,0.01597187,0.01188294,0.00200775,0.0008975918,0.0004861562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002503755,0.0004933276,0.005808182,0.01767156,0.001139327,0.00003248799,0.00002662885,0.000005721426,3.659639e-9,0.00005073363,0.01126121,0.9632604],"study_design_scores_gemma":[0.0006911606,0.0005460937,0.001763035,0.004511614,0.005676655,0.00008403405,0.0006361709,0.0002410327,7.898299e-9,0.00009592323,0.9853562,0.0003981288],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002230026,0.9846677,0.0006022471,0.005226923,0.0006333368,0.003159475,0.003359184,0.00007582411,0.0000452688],"genre_scores_gemma":[0.0004766712,0.9894753,0.006618676,0.0008566566,0.00005179681,0.0003630212,0.0018297,0.0001359087,0.00019223],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9740949,"threshold_uncertainty_score":0.9997598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2846554735181345,"score_gpt":0.4887667646336298,"score_spread":0.2041112911154953,"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."}}