{"id":"W2165841559","doi":"10.1016/j.jmig.2009.08.025","title":"Extracorporeal Knot Tying","year":2009,"lang":"en","type":"article","venue":"Journal of Minimally Invasive Gynecology","topic":"Surgical Sutures and Adhesives","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Knot tying; Tying; Medicine; Knot (papermaking); Extracorporeal; Rope; Instrumentation (computer programming); Trainer; Surgery; Computer science; Engineering; Algorithm; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.0002461074,0.0001442673,0.0005439385,0.0001751864,0.00005347212,0.00001297823,0.0001424031,0.0001680686,0.0008767215],"category_scores_gemma":[0.001819393,0.000103692,0.0003346156,0.0001237119,0.00008074014,0.00009528752,0.00001955442,0.0004092583,0.00003357172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007753121,"about_ca_system_score_gemma":0.0003679676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001445855,"about_ca_topic_score_gemma":0.000007785981,"domain_scores_codex":[0.9986535,0.00006756684,0.0006090238,0.0001384418,0.0002386608,0.0002928136],"domain_scores_gemma":[0.9978136,0.000992308,0.0004655485,0.0001192066,0.0003422092,0.0002671581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.004048967,0.002315402,0.08182064,0.0001042362,0.0007206996,0.0247163,0.001021317,0.00004525519,0.6722218,0.004196729,0.04226131,0.1665273],"study_design_scores_gemma":[0.003184888,0.007713156,0.9383485,0.0001290774,0.0002278613,0.005322582,0.0003646135,0.00000718823,0.01183143,0.002721895,0.02997186,0.0001769796],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9803644,0.0008527192,0.00002135072,0.008107914,0.0003727275,0.0001032384,0.000001333433,0.0000116312,0.0101647],"genre_scores_gemma":[0.9911761,0.0004243333,0.002636325,0.004655463,0.0006801249,9.129349e-7,0.000001974794,0.00001026018,0.0004144608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8565278,"threshold_uncertainty_score":0.9599485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0210923748088932,"score_gpt":0.2837419223527206,"score_spread":0.2626495475438274,"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."}}