{"id":"W4308721747","doi":"10.3390/ijerph192214679","title":"The Prevalence, Indications, Outcomes of the Most Common Major Gynecological Surgeries in Kazakhstan and Recommendations for Potential Improvements into Public Health and Clinical Practice: Analysis of the National Electronic Healthcare System (2014–2019)","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Uterine Myomas and Treatments","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Nazarbayev University","keywords":"Medicine; Gynecological surgery; Hysterectomy; Health care; Public health; Epidemiology; Salpingectomy; Population; Gynecology; Family medicine; General surgery; Nursing; Surgery; Environmental health; Pregnancy; Ectopic pregnancy","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":[0.0009381049,0.0001795516,0.0002032819,0.001845706,0.0004736861,0.0005878194,0.0003453613,0.0001974541,0.001363287],"category_scores_gemma":[0.002438558,0.0001722917,0.0004264828,0.003414609,0.0003054945,0.000593623,0.0008847682,0.0002748364,0.0001835814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001090795,"about_ca_system_score_gemma":0.001800913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03161601,"about_ca_topic_score_gemma":0.0361953,"domain_scores_codex":[0.9990785,0.0002265315,0.0002657081,0.000118142,0.0001388969,0.0001721596],"domain_scores_gemma":[0.9985889,0.0001753837,0.0008647193,0.00006470102,0.0002077442,0.00009858514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002724154,0.00001415431,0.9951628,0.0001027648,0.00003362021,0.00004448279,0.0002759005,0.00005568744,0.0000590124,0.00005224675,0.0005911461,0.003580934],"study_design_scores_gemma":[0.000001991294,0.00001788958,0.998032,0.00004011172,0.00002003945,0.0001455976,0.001059953,0.0001006907,0.00003296154,0.00002391455,0.0005213112,0.000003487239],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908794,0.001117409,0.0001142094,0.0003702901,0.0000132928,0.00001972677,0.00688212,0.00001022043,0.0005932402],"genre_scores_gemma":[0.9962757,0.0005379643,0.0001413955,0.00007070615,0.000009672818,0.00001935938,0.00282699,0.000001457061,0.0001168593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03161601,"threshold_uncertainty_score":0.06286395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06566028870590156,"score_gpt":0.4500429274996318,"score_spread":0.3843826387937302,"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."}}