{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000578835,0.000295283,0.0001953464,0.0003647521,0.001126622,0.0009886849,0.0003882611,0.000985958,0.01580975],"category_scores_gemma":[0.001873021,0.00007205205,0.0003205115,0.0001953248,0.0012368,0.001049393,0.001305282,0.00174748,0.004326506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004293926,"about_ca_system_score_gemma":0.002380789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002727591,"about_ca_topic_score_gemma":0.001371813,"domain_scores_codex":[0.999631,0.0001075438,0.00002432882,0.00004256416,0.0001394393,0.00005513283],"domain_scores_gemma":[0.9994283,0.0001328908,0.00009004504,0.00005375748,0.00006951728,0.000225458],"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":[0.00008088961,0.0001331292,0.007166126,0.0008984488,0.00002461793,0.007291072,0.001904535,0.0002866503,0.007081668,0.07392295,0.3709777,0.5302323],"study_design_scores_gemma":[0.00001519929,0.0001831175,0.004963342,0.000728248,0.00001263776,0.04491008,0.0007055828,0.0001669422,0.0007819755,0.01524698,0.9322585,0.00002734527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03987234,0.1185358,0.04472455,0.244206,0.04084172,0.0002919808,0.0003101637,0.0008157822,0.5104016],"genre_scores_gemma":[0.4256799,0.1143043,0.0979909,0.1160652,0.04674099,0.0003620246,0.0003540324,0.0003619766,0.1981407],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01580975,"threshold_uncertainty_score":0.05288887,"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."}}