{"id":"W2331324709","doi":"10.1097/prs.0b013e318230bfc4","title":"How the Evidence Has Changed My Practice","year":2011,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Apprenticeship; Medicine; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.2421604,0.001395395,0.004337221,0.01197961,0.004886148,0.03623535,0.006055122,0.02596525,0.007350247],"category_scores_gemma":[0.6196849,0.002234735,0.003848259,0.007364803,0.02926745,0.02936728,0.011004,0.05127987,0.003885109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01674042,"about_ca_system_score_gemma":0.03578373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00454426,"about_ca_topic_score_gemma":0.005932346,"domain_scores_codex":[0.6313702,0.2061601,0.04588565,0.01534139,0.09679525,0.004447364],"domain_scores_gemma":[0.2791075,0.5340705,0.03154311,0.0302868,0.1024713,0.02252077],"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":[0.0002869086,0.0003614717,0.005071374,0.02596639,0.003336582,0.001171499,0.007436582,0.001193439,0.000806437,0.1044904,0.4337988,0.4160803],"study_design_scores_gemma":[0.0001424144,0.0002427949,0.001806319,0.1222276,0.0007451174,0.001395223,0.003726649,0.0004094751,0.000549787,0.1079226,0.7605948,0.0002374046],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0006133014,0.1478079,0.003916613,0.8065183,0.03451193,0.0001010666,0.00008950222,0.00008525364,0.006356144],"genre_scores_gemma":[0.03674831,0.2798531,0.03805109,0.5956202,0.04554634,0.0004985768,0.0002421421,0.0003676331,0.003072531],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2421604,"threshold_uncertainty_score":0.9345511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4033525100031825,"score_gpt":0.3858370928762196,"score_spread":0.01751541712696281,"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."}}