{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001903878,0.00008940294,0.0001551206,0.0002255981,0.0001277751,0.00002402927,0.00007359801,0.00004948187,0.00004555061],"category_scores_gemma":[0.0002206018,0.0000973495,0.00007275867,0.0004386389,0.0000349496,0.0001133828,0.00001363068,0.0001773017,0.0002668134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003095939,"about_ca_system_score_gemma":0.001249456,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01258798,"about_ca_topic_score_gemma":0.01403861,"domain_scores_codex":[0.9990966,0.00003824752,0.0003488031,0.0001915295,0.00008471826,0.0002400852],"domain_scores_gemma":[0.9990678,0.0001831021,0.00005505473,0.0002991733,0.000139403,0.0002555084],"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":[0.00001145203,0.00003041248,0.0002259559,0.000009842545,0.00004760145,0.000006535325,0.00001229646,8.924636e-7,0.0006866791,0.002840655,0.487298,0.5088297],"study_design_scores_gemma":[0.0006533194,0.00004367155,0.02020158,0.00005597463,0.00009814751,3.643741e-7,0.0007271022,0.00014279,0.0001282447,0.001054549,0.9768124,0.00008183124],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01906672,0.0003950997,0.000577263,0.1193902,0.0010731,0.0006116804,0.00008988277,0.00008452478,0.8587115],"genre_scores_gemma":[0.2762443,0.00007301898,0.001483943,0.7193199,0.0002872188,0.00002943936,0.000380734,0.00001764796,0.00216382],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8565477,"threshold_uncertainty_score":0.9939873,"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."}}