{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001212017,0.0005358254,0.001809977,0.0008169559,0.00004255337,0.0001059826,0.0002157376,0.000346283,0.001425995],"category_scores_gemma":[0.0003887189,0.0005360189,0.0004112896,0.00160196,0.0001878125,0.002699636,0.0002358654,0.0003902657,0.0001034745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001017021,"about_ca_system_score_gemma":0.001206714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00248044,"about_ca_topic_score_gemma":0.004939985,"domain_scores_codex":[0.9951427,0.0002946272,0.0020599,0.00101476,0.0005371301,0.0009509022],"domain_scores_gemma":[0.9964701,0.001445789,0.0009721661,0.0005558697,0.0003489857,0.0002071226],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006584188,0.0003725061,0.7076964,0.0003938953,0.000131545,0.00002704995,0.00009945247,0.00001108436,0.0002827222,0.00003490501,0.0000561737,0.2843101],"study_design_scores_gemma":[0.002290733,0.0004309572,0.9861809,0.004549937,0.00006523632,0.0007537784,0.0005129405,0.00008768484,0.003671686,0.0008708414,0.00005338713,0.0005319146],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807959,0.00001558286,0.0000962805,0.0001189627,0.001349383,0.01632273,0.0003644653,0.00004430268,0.0008924218],"genre_scores_gemma":[0.9867555,0.00002815933,0.002407931,0.0001054734,0.00008847288,0.01022296,0.0002741625,0.00004755913,0.00006982184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2837782,"threshold_uncertainty_score":0.9997091,"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."}}