{"id":"W4404415884","doi":"10.25163/angiotherapy.8109974","title":"Oral Contraceptives: Analyzing Effectiveness and Utilization Challenges to Improve Reproductive Health Outcomes","year":2024,"lang":"en","type":"article","venue":"Journal of Angiotherapy","topic":"Reproductive Health and Contraception","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reproductive health; Oral health; Medicine; Computer science; Population; Environmental health; Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03913178,0.00203831,0.008903331,0.01876685,0.0005637374,0.00400961,0.001752408,0.001782839,0.0039567],"category_scores_gemma":[0.106476,0.0009453794,0.02499027,0.01282615,0.0007746171,0.00276293,0.001725641,0.001330535,0.0002923986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003544819,"about_ca_system_score_gemma":0.008592798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006553949,"about_ca_topic_score_gemma":0.013548,"domain_scores_codex":[0.9695691,0.01253534,0.01158748,0.001546209,0.004140958,0.0006209],"domain_scores_gemma":[0.8933628,0.08201202,0.01601506,0.001680786,0.00636333,0.0005659841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.0010408,0.00007911296,0.01976945,0.6916208,0.2081524,0.0001026467,0.0003032874,0.0005406776,0.000179696,0.0006756532,0.001263644,0.07627177],"study_design_scores_gemma":[0.0006994223,0.0009136699,0.02974168,0.3682303,0.584878,0.0004353925,0.0005351871,0.0006975551,0.0004133021,0.001493111,0.01186686,0.00009554194],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003900496,0.9926731,0.0007233867,0.0005792077,0.0001157698,0.0005745057,0.0009386046,0.00001114407,0.0004837364],"genre_scores_gemma":[0.1876856,0.797966,0.006932318,0.001388687,0.0004575784,0.003523002,0.001678577,0.00003466353,0.0003334993],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03913178,"threshold_uncertainty_score":0.2069511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04831710829330325,"score_gpt":0.3931621227303065,"score_spread":0.3448450144370032,"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."}}