{"id":"W2621095103","doi":"10.1016/j.hpb.2017.04.015","title":"The impact of a clinical pathway on patient postoperative recovery following pancreaticoduodenectomy","year":2017,"lang":"en","type":"article","venue":"HPB","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":40,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Toronto General Hospital; University Health Network; Princess Margaret Cancer Centre","funders":"Ontario Ministry of Research, Innovation and Science; Ontario Institute for Cancer Research; Canadian Cancer Society; Ontario Ministry of Health and Long-Term Care; Cancer Care Ontario","keywords":"Medicine; Pancreaticoduodenectomy; Clinical pathway; Cohort; Surgery; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.000637189,0.0001582696,0.0005822736,0.00003931745,0.0002833129,0.00005453403,0.0001578005,0.0001000641,0.00003776854],"category_scores_gemma":[0.002824428,0.00008614547,0.0007647462,0.00004059153,0.0001037398,0.0001386432,0.00007435615,0.000265586,0.00005031863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007067713,"about_ca_system_score_gemma":0.0002673155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001371831,"about_ca_topic_score_gemma":0.00001649167,"domain_scores_codex":[0.9985594,0.0001474846,0.0005301852,0.0002526394,0.0002643222,0.0002460201],"domain_scores_gemma":[0.9973832,0.001004337,0.0003615644,0.001033583,0.00009456821,0.0001227796],"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":[0.003850908,0.0006568927,0.420103,0.00002578046,0.001227528,0.0003303247,0.0006082245,0.00004918023,0.01289815,0.00004402573,0.004502696,0.5557033],"study_design_scores_gemma":[0.001766216,0.003982961,0.9745259,0.0006755581,0.00007871723,0.00002288144,0.00009217858,0.000444767,0.01601839,0.00006064228,0.002124107,0.0002077142],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989754,0.0001626831,0.00006157906,0.0001540781,0.0009452351,0.0003226598,0.00001400281,0.00002096465,0.008564864],"genre_scores_gemma":[0.9980294,0.0001259075,0.0004148888,0.0001874599,0.0001552008,0.00002372079,0.000005196824,0.00002223523,0.001036009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5554956,"threshold_uncertainty_score":0.351291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04136797547163783,"score_gpt":0.3713286601466315,"score_spread":0.3299606846749936,"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."}}