{"id":"W2946812203","doi":"10.1097/gox.0000000000002249","title":"Adoption of Enhanced Recovery after Surgery Protocols in Breast Reconstruction in Alberta Is High before a Formal Program Implementation","year":2019,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Calgary","funders":"","keywords":"Breast reconstruction; Medicine; Protocol (science); General surgery; Population; Surgery; Breast cancer; Internal medicine; Alternative medicine; Cancer; Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.003186704,0.0001443759,0.0001218163,0.0006621637,0.001217194,0.001049382,0.0009898941,0.0003709474,0.00263429],"category_scores_gemma":[0.01140007,0.0001604133,0.0001993847,0.0009243667,0.001057632,0.0004260984,0.001851808,0.0006726615,0.000110526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009392567,"about_ca_system_score_gemma":0.04172875,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6206318,"about_ca_topic_score_gemma":0.7925038,"domain_scores_codex":[0.9966742,0.0006030729,0.0001866861,0.0002035787,0.001428323,0.0009040953],"domain_scores_gemma":[0.9895213,0.002101327,0.00303841,0.0003939554,0.001952703,0.002992345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001139361,0.0002982357,0.9042659,0.0002083314,0.0000336848,0.0002934105,0.002208258,0.0003943633,0.001043161,0.0004580509,0.002147921,0.0885347],"study_design_scores_gemma":[0.000009851099,0.0001010397,0.9915746,0.0001560805,0.00001156547,0.0001386814,0.004394055,0.0002824234,0.0002007754,0.00007873843,0.003042067,0.00001001377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900283,0.0006105803,0.0005278899,0.003267448,0.00003931403,0.0001278581,0.0001716158,0.00003430221,0.005192722],"genre_scores_gemma":[0.9966667,0.0005652648,0.0009576579,0.0006020237,0.00001633465,0.00004603652,0.0001560065,0.000006309654,0.0009837131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3793682,"threshold_uncertainty_score":0.7632047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01196802086444099,"score_gpt":0.2966103895589535,"score_spread":0.2846423686945125,"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."}}