{"id":"W4406479153","doi":"10.1016/j.ysur.2012.08.013","title":"10.1016/j.ysur.2012.08.013","year":2000,"lang":"en","type":"review","venue":"Time to knit","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Laparoscopic cholecystectomy; Bile duct; Cholecystectomy; General surgery; Surgery; Word (group theory); Linguistics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002743529,0.00125816,0.0008704189,0.001349673,0.0003494274,0.001531768,0.0008243396,0.001882779,0.5038303],"category_scores_gemma":[0.0007187992,0.0002681766,0.0004244387,0.00146928,0.0005135461,0.001769626,0.0007241081,0.001324157,0.4614936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000354959,"about_ca_system_score_gemma":0.0006999142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001153569,"about_ca_topic_score_gemma":0.001125751,"domain_scores_codex":[0.999884,0.000009992304,0.00001358606,0.00003154374,0.00004032201,0.00002051993],"domain_scores_gemma":[0.9997154,0.00008540162,0.00007080448,0.00001226609,0.00006817855,0.00004793004],"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":[0.0001226215,0.00008018014,0.0004424521,0.00311149,0.00003902986,0.0001859104,0.00003802744,0.0001314082,0.0008025366,0.00178405,0.0745428,0.9187196],"study_design_scores_gemma":[0.00003228165,0.00009909717,0.001194664,0.002136045,0.00005807428,0.002371719,0.00005319857,0.00005455625,0.0002631372,0.001121156,0.9926016,0.00001449801],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.002020043,0.7738672,0.001560654,0.002992808,0.002523078,0.00005353197,0.001632991,0.0006464955,0.2147031],"genre_scores_gemma":[0.01294921,0.548344,0.002941787,0.003503768,0.002163498,0.0001169745,0.002524207,0.0001751474,0.4272814],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4961697,"threshold_uncertainty_score":0.7077259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0387947650816071,"score_gpt":0.2865832474940387,"score_spread":0.2477884824124316,"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."}}