{"id":"W4324141337","doi":"10.9778/cmajo.20220098","title":"Canadian Association of Radiologists Diagnostic Imaging Referral Guidelines: a guideline development protocol","year":2023,"lang":"en","type":"article","venue":"CMAJ Open","topic":"Radiology practices and education","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victoria General Hospital","funders":"","keywords":"Guideline; Medicine; Referral; Grading (engineering); Medical physics; MEDLINE; Protocol (science); Health care; Appropriate Use Criteria; Family medicine; Pathology; Alternative medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002023488,0.0001027212,0.0002620715,0.0001724056,0.0001066744,0.00003348778,0.0002161031,0.00008592717,0.0002808992],"category_scores_gemma":[0.0073971,0.00008800597,0.00003223272,0.0003156973,0.000018073,0.0001756701,0.0000776068,0.0001219794,0.0002168115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007506816,"about_ca_system_score_gemma":0.00191456,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07026219,"about_ca_topic_score_gemma":0.03027889,"domain_scores_codex":[0.9986241,0.00007996705,0.000619939,0.0002220876,0.0001515897,0.0003023375],"domain_scores_gemma":[0.9986023,0.0002498528,0.0002973936,0.0002389506,0.0004441559,0.000167318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004318737,0.00002748716,0.4651811,0.000037117,0.00005157241,0.00002341289,0.0004235203,0.00004107218,0.0001678578,0.00002826315,0.5144486,0.01952683],"study_design_scores_gemma":[0.0009379175,0.00004582072,0.3497263,0.0001024264,0.00003303866,0.00002587654,0.0003728934,0.000516548,0.0001578196,0.00006426631,0.64792,0.00009714899],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.444171,0.000138389,0.0003276278,0.2957006,0.002193577,0.2055076,0.00005190016,0.0003574302,0.05155186],"genre_scores_gemma":[0.6342,0.0001362067,0.07178761,0.02048527,0.002296115,0.2068023,0.002927657,0.0001716216,0.06119328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2752153,"threshold_uncertainty_score":0.987416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1130333101673559,"score_gpt":0.4431018408850622,"score_spread":0.3300685307177063,"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."}}