{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001810197,0.0001487251,0.0005499068,0.0003307397,0.00006286935,0.0000379509,0.00003976258,0.00005772252,0.00001444857],"category_scores_gemma":[0.0002058027,0.0001055372,0.0001473028,0.0002266231,0.00004132616,0.0002507553,0.000007226217,0.0002159448,0.000003455007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001865628,"about_ca_system_score_gemma":0.0002213768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002321322,"about_ca_topic_score_gemma":0.000006615097,"domain_scores_codex":[0.9985913,0.0002033026,0.000411969,0.0003549013,0.0002251723,0.0002133277],"domain_scores_gemma":[0.9989841,0.000130827,0.0001812753,0.0001825719,0.0003055582,0.0002156836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001814674,0.0001745553,0.01626366,0.0005946628,0.0005321901,0.00003722174,0.00588134,0.000007561634,0.01933971,0.001197244,0.0002494866,0.9539077],"study_design_scores_gemma":[0.002130653,0.005161531,0.9751865,0.000907819,0.00008785809,0.0002697989,0.001052057,0.00006742286,0.002663542,0.001337402,0.0109741,0.0001613302],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8498654,0.09996636,0.01008466,0.03836799,0.0007657242,0.0008499537,0.00000389669,0.00004227242,0.00005369267],"genre_scores_gemma":[0.9848872,0.01203775,0.001314433,0.0006502589,0.0009643496,0.00001138309,9.778365e-7,0.00002988045,0.0001037159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9589228,"threshold_uncertainty_score":0.4303682,"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."}}