{"id":"W168878479","doi":"10.1007/s004640080024","title":"Needlescopic surgery","year":2001,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wellesley Institute; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Abdominal surgery; Surgery; Laparoscopy; Laparoscopic surgery; Endoscopy; Myotomy; Prospective cohort study; General surgery; Esophagus","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001328552,0.0001428162,0.0003404454,0.000109444,0.0000505756,0.00001604971,0.00005675534,0.00008735651,0.003466477],"category_scores_gemma":[0.00007366389,0.0001115698,0.0001977551,0.0003267959,0.00008076999,0.00005632611,0.00002256922,0.0001736285,0.0004734759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002255829,"about_ca_system_score_gemma":0.00009525744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000537458,"about_ca_topic_score_gemma":0.000003934049,"domain_scores_codex":[0.9988665,0.00003291444,0.0002296903,0.0002386915,0.0002635103,0.0003686745],"domain_scores_gemma":[0.9992806,0.0001675976,0.00002938724,0.0002504245,0.0000446268,0.0002273675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001988292,0.001073058,0.9154466,0.0001763614,0.0001805712,0.005066921,0.0001822935,0.000005353349,0.001321213,0.001270472,0.04577902,0.02750982],"study_design_scores_gemma":[0.01090336,0.000287263,0.06664521,0.0001755381,0.0001123679,0.00161301,0.0002919762,0.00006675236,0.002874008,0.0005897825,0.9160133,0.0004274345],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.914561,0.0008448979,0.00001912213,0.001904445,0.0003055571,0.0001679926,0.000001753446,0.0001560246,0.08203922],"genre_scores_gemma":[0.9945554,0.0006958221,0.0001100902,0.0006626153,0.0002755917,0.0000169099,0.00003387532,0.00002117827,0.00362855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8702343,"threshold_uncertainty_score":0.9974445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305528378970416,"score_gpt":0.2853280013217329,"score_spread":0.2622727175320287,"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."}}