{"id":"W4297460201","doi":"10.1001/jamasurg.2022.4123","title":"Same-Day Discharge After Minimally Invasive Colectomy","year":2022,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Colectomy; General surgery; Laparoscopy; Surgery; Internal medicine; Ulcerative colitis","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001087238,0.0002897791,0.0007162731,0.0004492837,0.0001786145,0.00005508997,0.0001335937,0.0001076426,0.006325248],"category_scores_gemma":[0.0009806361,0.0002840834,0.0005159366,0.0006870172,0.00008022028,0.0002997109,0.0002904344,0.000641523,0.0002902076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000269738,"about_ca_system_score_gemma":0.0006689224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003378246,"about_ca_topic_score_gemma":0.00001881805,"domain_scores_codex":[0.9971911,0.0003451357,0.0005694043,0.000558563,0.000705363,0.0006303799],"domain_scores_gemma":[0.9966365,0.002186214,0.0001911079,0.0006039721,0.0001079197,0.0002743113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002032306,0.0006058675,0.6902394,0.0002600228,0.0002736362,0.002723953,0.0006985747,0.000009100617,0.01829606,0.0000186987,0.2758765,0.008965903],"study_design_scores_gemma":[0.001317685,0.0002361194,0.6259849,0.0003574522,0.0001577682,0.0005761267,0.0004502164,0.00003585731,0.02970089,0.000121633,0.3401708,0.0008905181],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898076,0.001178904,0.00003797294,0.003153952,0.001994655,0.0004119492,0.0001135605,0.0001829922,0.003118434],"genre_scores_gemma":[0.9802387,0.0001173481,0.0001843045,0.008768674,0.0005620391,0.0008559877,0.0001467,0.00008667367,0.009039551],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06429432,"threshold_uncertainty_score":0.9999611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0132106189587117,"score_gpt":0.2346288435551132,"score_spread":0.2214182245964015,"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."}}