{"id":"W4235538171","doi":"10.1097/spv.0b013e3181d95a72","title":"Editor's Introduction","year":2010,"lang":"en","type":"article","venue":"Female Pelvic Medicine & Reconstructive Surgery","topic":"Ureteral procedures and complications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Presentation (obstetrics); Medical education; Surgery","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":[0.00044737,0.0002423749,0.0005824826,0.0003489442,0.0001625591,0.00001403387,0.00009929117,0.0001629776,0.004743594],"category_scores_gemma":[0.001303427,0.0001926236,0.0001729667,0.0004408183,0.0005760959,0.0001585172,0.00003379726,0.0007159731,0.000186118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004344156,"about_ca_system_score_gemma":0.0002421265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005171536,"about_ca_topic_score_gemma":0.00001929371,"domain_scores_codex":[0.998192,0.00004080878,0.0005181994,0.0005340512,0.0003598137,0.0003550935],"domain_scores_gemma":[0.9980536,0.0003842179,0.0002054301,0.0006161853,0.0004179703,0.0003225657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002880949,0.0001826418,0.2460724,0.0001841078,0.0002120252,0.00003326384,0.0005340984,7.697705e-7,0.04082435,0.002975418,0.5860482,0.1226447],"study_design_scores_gemma":[0.001540664,0.0003613702,0.4075971,0.0003015522,0.000362933,0.004523941,0.001043182,0.0001491867,0.003520609,0.003027665,0.5769334,0.0006384168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9417742,0.0003356693,0.0003001657,0.01844471,0.02568246,0.0004375036,0.000009878187,0.0002188281,0.01279661],"genre_scores_gemma":[0.9328394,0.00005251955,0.001282979,0.0007816947,0.06316797,0.00006727943,0.0001077328,0.00003735826,0.001663055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1615247,"threshold_uncertainty_score":0.9961662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736714441370832,"score_gpt":0.2717590602290038,"score_spread":0.2543919158152955,"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."}}