{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002212879,0.0009154938,0.0004690317,0.00189197,0.002234268,0.0007296233,0.000641124,0.001219347,0.04748546],"category_scores_gemma":[0.0009999083,0.0002323561,0.001089605,0.0007035435,0.0007644752,0.001009261,0.00122421,0.002328908,0.01471321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005979289,"about_ca_system_score_gemma":0.001077391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00129832,"about_ca_topic_score_gemma":0.003920363,"domain_scores_codex":[0.9996688,0.00001912995,0.00002935337,0.00008718267,0.00007129172,0.0001242809],"domain_scores_gemma":[0.9995185,0.00004110101,0.00004488568,0.0001376553,0.00005688759,0.0002010258],"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":[0.001121103,0.0008578821,0.04058722,0.0006490503,0.0003026718,0.1741568,0.0006527989,0.0003819342,0.0685902,0.0101419,0.08782905,0.6147293],"study_design_scores_gemma":[0.0001476306,0.001005039,0.05028222,0.0003440586,0.0001196577,0.5933386,0.0003577001,0.0004701079,0.01125401,0.00382554,0.3387469,0.0001084988],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.2029473,0.01531178,0.03421677,0.01249522,0.008229318,0.0007391988,0.002001349,0.003525689,0.7205334],"genre_scores_gemma":[0.6621725,0.009631341,0.02402028,0.01614871,0.005442598,0.0002319805,0.002748713,0.0007568079,0.278847],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.04748546,"threshold_uncertainty_score":0.1588547,"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."}}