{"id":"W3025242272","doi":"10.46747/cfp.7109567","title":"Rapid recommendations","year":2025,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Guideline; Clinical Practice; Computer science; Salient; Data science; Medicine; Medical education; Family medicine; Pathology; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01177317,0.001147247,0.001116907,0.004083498,0.00408281,0.007928262,0.004485,0.0136914,0.2970175],"category_scores_gemma":[0.1095333,0.0007708461,0.002492512,0.002361556,0.00171123,0.006711339,0.005208933,0.01160082,0.1519832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009672189,"about_ca_system_score_gemma":0.05494552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06254617,"about_ca_topic_score_gemma":0.1621619,"domain_scores_codex":[0.9840254,0.004469071,0.001433912,0.0009601991,0.007353219,0.001758096],"domain_scores_gemma":[0.9031185,0.01068975,0.002348177,0.003127422,0.06752928,0.01318692],"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":[0.000004962761,0.00001913874,0.0001205778,0.0001112622,0.000003215715,0.00003933507,0.00004667031,0.00001873262,0.00001387021,0.001125345,0.9649211,0.03357572],"study_design_scores_gemma":[0.00002829987,0.000009207858,0.0003816161,0.00112557,0.000008097007,0.00008100943,0.0002032669,0.00003425062,0.00002472486,0.001872114,0.9962174,0.00001439601],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004314339,0.008669063,0.005077977,0.5726995,0.03912144,0.002014054,0.00493222,0.001574196,0.3654802],"genre_scores_gemma":[0.00891964,0.02466892,0.04141207,0.4418698,0.02113771,0.003159541,0.01156211,0.001006622,0.4462635],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2970175,"threshold_uncertainty_score":0.9936227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1603672551825373,"score_gpt":0.4306117238950292,"score_spread":0.2702444687124919,"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."}}