{"id":"W4306645238","doi":"10.1089/gyn.2022.0086","title":"Maximally Invasive Surgery for the Minimally Invasive Gynecologist","year":2022,"lang":"en","type":"article","venue":"Journal of Gynecologic Surgery","topic":"Endometriosis Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"CARE Canada; Ottawa Hospital","funders":"","keywords":"Medicine; Specialty; Invasive surgery; Relevance (law); Laparotomy; General surgery; Population; Surgery; Pathology","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005673588,0.000257398,0.001153498,0.000961514,0.0005993313,0.0000527468,0.0003354356,0.00009397988,0.002100568],"category_scores_gemma":[0.09438182,0.0001539938,0.001418808,0.000889196,0.0002104325,0.0001370349,0.000221249,0.0006542815,0.00001831523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008307971,"about_ca_system_score_gemma":0.003900888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001877738,"about_ca_topic_score_gemma":0.00006429304,"domain_scores_codex":[0.9964169,0.0005104937,0.001141496,0.0002738373,0.0009768818,0.0006804479],"domain_scores_gemma":[0.80933,0.1881741,0.001093053,0.0003456152,0.0007488204,0.000308346],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005248359,0.002948301,0.4979624,0.0002776593,0.002939938,0.008929986,0.0001801646,0.0002420219,0.001546222,0.00005922553,0.4212026,0.05846316],"study_design_scores_gemma":[0.005538464,0.009254849,0.7160331,0.0001493393,0.001062166,0.005091984,0.004239056,0.00002784602,0.006194039,0.001067463,0.2507469,0.0005947856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778657,0.004615929,0.00004108321,0.01371094,0.001726471,0.001225485,0.00005576999,0.00002777959,0.0007308258],"genre_scores_gemma":[0.9897452,0.00556479,0.0005072043,0.00271851,0.0003273569,0.0004838021,0.00002800731,0.0000333265,0.0005918259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2180707,"threshold_uncertainty_score":0.9988117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06766880350685245,"score_gpt":0.3064508530873322,"score_spread":0.2387820495804798,"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."}}