{"id":"W2006569501","doi":"10.1007/s00464-014-3941-8","title":"Enhanced recovery simulation in colorectal surgery: design of virtual online patients","year":2014,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"National Institute for Health and Care Research","keywords":"Medicine; Colorectal surgery; Perioperative; Abdominal surgery; General surgery; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009292472,0.0005866804,0.0002673887,0.0002745329,0.0002937428,0.001040383,0.001457736,0.0006134351,0.007589314],"category_scores_gemma":[0.003142813,0.0003081714,0.0003038038,0.0001355138,0.0003872492,0.0006233286,0.001284739,0.0004529594,0.0006667986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003504951,"about_ca_system_score_gemma":0.0009869786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004756654,"about_ca_topic_score_gemma":0.0005633251,"domain_scores_codex":[0.9993918,0.0003466167,0.00003261134,0.00008051164,0.00007798873,0.00007042497],"domain_scores_gemma":[0.9985051,0.000676153,0.0001103077,0.000142744,0.0001830125,0.0003826299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01021958,0.01501828,0.02478872,0.001427233,0.0002383135,0.001376858,0.004536086,0.4756515,0.1075695,0.01754385,0.006476575,0.3351536],"study_design_scores_gemma":[0.001094324,0.006917291,0.007997749,0.0001141109,0.0002416969,0.0006113025,0.00147039,0.9195294,0.03832709,0.006909336,0.01663668,0.0001505946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5959589,0.0001014894,0.3868359,0.0003665485,0.0001358277,0.002718546,0.0002975722,0.001427429,0.01215778],"genre_scores_gemma":[0.83661,0.00008528908,0.1579806,0.0001183621,0.00001540256,0.001782536,0.0001828263,0.00007323057,0.003151812],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007589314,"threshold_uncertainty_score":0.02538878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01773158326662448,"score_gpt":0.2781158603896067,"score_spread":0.2603842771229822,"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."}}