{"id":"W2031025110","doi":"10.1080/17453670902807458","title":"From evidence to action","year":2009,"lang":"en","type":"article","venue":"Acta Orthopaedica","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Guideline; Evidence-based medicine; Evidence-based practice; Quality of evidence; Critical appraisal; Orthopedic surgery; Action (physics); Quality (philosophy); Best evidence; MEDLINE; Clinical Practice; Medical education; Alternative medicine; Family medicine; Surgery; Randomized controlled trial; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005187238,0.0001102991,0.00019205,0.00007978328,0.00005404599,0.00002445352,0.00009121592,0.00007741345,0.001266547],"category_scores_gemma":[0.009119902,0.00009989489,0.00008769245,0.0002612711,0.00001659,0.0003550121,0.00003241625,0.000240554,0.0004884189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007654387,"about_ca_system_score_gemma":0.0001462859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003170087,"about_ca_topic_score_gemma":0.00006777708,"domain_scores_codex":[0.9984217,0.00005961148,0.0005441089,0.000316504,0.0004576297,0.0002004988],"domain_scores_gemma":[0.9982239,0.0008007264,0.0001316962,0.000398233,0.0001336755,0.0003117507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000829132,0.0001969974,0.01273621,0.000009053839,0.00003513385,0.00005446215,0.0002244901,0.000002135901,0.0619292,0.00002241216,0.1289834,0.7949774],"study_design_scores_gemma":[0.001416515,0.001374003,0.6658874,0.0002864675,0.000293218,0.00004411544,0.0003862554,0.0002101308,0.00239393,0.0005324708,0.3269502,0.0002252246],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8350901,0.00007298973,0.002453108,0.1606319,0.0003687327,0.0003931416,0.000006202873,0.0001335103,0.0008502597],"genre_scores_gemma":[0.9623943,0.0001286651,0.008207633,0.02760727,0.001288077,0.000008488708,0.00005258287,0.00001166329,0.0003012978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7947522,"threshold_uncertainty_score":0.9996464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3241251077396933,"score_gpt":0.5197280984440604,"score_spread":0.1956029907043672,"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."}}