{"id":"W4406511188","doi":"10.1016/j.ysur.2016.02.023","title":"10.1016/j.ysur.2016.02.023","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Stoma care and complications","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Colostomy; General surgery; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004551638,0.00008714772,0.0001408013,0.00005780477,0.00005365219,0.00001176507,0.00009425219,0.00004347333,0.9966722],"category_scores_gemma":[0.00002369183,0.00007964488,0.00006204584,0.0002038113,0.00002093548,0.00002924484,0.00001753288,0.00007484351,0.9973975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000299378,"about_ca_system_score_gemma":0.00004971753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002265752,"about_ca_topic_score_gemma":1.267387e-7,"domain_scores_codex":[0.9993874,0.00001168017,0.0001226561,0.0001701538,0.0001357526,0.0001723499],"domain_scores_gemma":[0.9993395,0.00003582613,0.00001379495,0.0003879046,0.00006343939,0.0001594963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004095147,0.00004211648,3.50062e-7,0.000002971003,0.00001408133,0.000004732529,0.00001147529,0.000001546317,0.0001291424,0.000001913077,0.4929447,0.506806],"study_design_scores_gemma":[0.0002614711,0.0001896304,0.0006433186,0.00002569371,0.00004044392,0.00004218205,0.000001478223,0.00003749295,0.0001649777,0.00001197057,0.9984887,0.00009269069],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001429354,0.00009414611,0.000001996148,0.001736403,0.000001045923,0.0001983469,0.000009012054,0.0001615247,0.9963682],"genre_scores_gemma":[0.0008433991,3.530353e-7,0.0001362235,0.0003180188,0.0001837403,0.00003812189,0.00002919126,0.00001923765,0.9984317],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5067133,"threshold_uncertainty_score":0.3247824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009254334238706134,"score_gpt":0.2074913274641737,"score_spread":0.1982369932254675,"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."}}