{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003604572,0.000704699,0.002876664,0.0004219616,0.00005043241,0.00003649827,0.0004449552,0.0006583775,0.9984822],"category_scores_gemma":[0.0002599993,0.0005464792,0.0009302819,0.0005454559,0.00009303354,0.00006751707,0.0001639978,0.0007598741,0.9974106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001977873,"about_ca_system_score_gemma":0.0003362114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007119092,"about_ca_topic_score_gemma":4.595046e-8,"domain_scores_codex":[0.9971593,0.0001823404,0.0008657952,0.00071123,0.0004991087,0.0005822477],"domain_scores_gemma":[0.9977199,0.0003328445,0.0002099334,0.001058291,0.0001311827,0.0005478041],"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":[0.00003382107,0.00006197354,6.332248e-10,0.002444864,0.0001000574,0.0001125045,0.000001339843,1.141685e-8,1.397943e-7,7.44191e-7,0.3619783,0.6352663],"study_design_scores_gemma":[0.0001765527,0.0004818984,6.87342e-8,0.01335883,0.001007451,0.0003164552,1.295659e-7,3.842757e-7,0.000002775503,0.000003109723,0.9841242,0.0005280928],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[1.055615e-8,0.4854796,3.391838e-7,0.00003731789,0.000001347068,0.0009963368,0.00004709809,0.0003259528,0.513112],"genre_scores_gemma":[9.638347e-10,0.360983,0.0003296398,0.00004296345,0.0003581717,0.0002092991,0.0001948296,0.0001258933,0.6377562],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6347382,"threshold_uncertainty_score":0.9996987,"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."}}