{"id":"W4406503647","doi":"10.1016/j.yort.2015.04.050","title":"10.1016/j.yort.2015.04.050","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Residency training; Orthopedic surgery; Physical therapy; Medical physics; General surgery; Surgery; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004902212,0.0001253685,0.0002268319,0.00006611279,0.0000462897,0.0000211636,0.00009344751,0.00006713915,0.9986103],"category_scores_gemma":[0.001097479,0.0001167491,0.00007682418,0.000201959,0.00002688199,0.0001361534,0.00003310751,0.0001737194,0.9954217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000569908,"about_ca_system_score_gemma":0.00009279016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000113722,"about_ca_topic_score_gemma":0.000001219964,"domain_scores_codex":[0.9985785,0.00005246094,0.0005716276,0.0002534364,0.0003024747,0.00024154],"domain_scores_gemma":[0.9988568,0.000319105,0.00007188066,0.0003842433,0.0001181854,0.0002497485],"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":[0.0002748114,0.00007629283,0.000001556991,0.000005163833,0.00002059228,0.0000106125,0.000007286989,0.000007773584,0.00008064425,2.860693e-7,0.4710946,0.5284203],"study_design_scores_gemma":[0.001092153,0.0004633217,0.0003811033,0.00002366047,0.0001240113,0.00004143239,0.000004308649,0.0002375684,0.00006987102,0.000008817901,0.9974284,0.0001254156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002669256,0.00003595959,0.000006138628,0.01037157,0.000003572218,0.0004370825,0.00001366846,0.0001411314,0.9863216],"genre_scores_gemma":[0.0004684973,9.896148e-7,0.00101443,0.001052168,0.0004483489,0.0000179564,0.00009909693,0.00003172383,0.9968668],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5282949,"threshold_uncertainty_score":0.476089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07612748946431777,"score_gpt":0.3768186835121901,"score_spread":0.3006911940478724,"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."}}