{"id":"W4412738286","doi":"10.7202/1118905ar","title":"Medical Necessity as an Ethical Imperative for Equitable Access to Abortion Services in Canada","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Bioethics","topic":"Reproductive Health and Contraception","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Western University; Institute for Work & Health; Hamilton Health Sciences; University of Toronto; McMaster University","funders":"","keywords":"Abortion; Medical abortion; Business; Internet privacy; Computer science; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002028737,0.00009392183,0.0002938216,0.0002887811,0.0001611715,0.00005205246,0.0002196557,0.0003343081,0.00009261962],"category_scores_gemma":[0.001657015,0.00008275863,0.00003737474,0.0003805462,0.00008142408,0.0001946639,0.00001389887,0.00124088,0.000001080421],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001217158,"about_ca_system_score_gemma":0.06382412,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9680715,"about_ca_topic_score_gemma":0.9994381,"domain_scores_codex":[0.9984677,0.0001289677,0.0004626734,0.0001882197,0.0003657364,0.0003866913],"domain_scores_gemma":[0.9972616,0.0001455935,0.0001201556,0.0001509328,0.0009496643,0.001372062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004117243,0.0002063922,0.7494731,0.002616192,0.0002397868,0.001430281,0.009317702,0.0004750006,0.00137643,0.02776121,0.02485268,0.178134],"study_design_scores_gemma":[0.005092043,0.002037829,0.8888193,0.003111789,0.0001732996,0.0003079041,0.01142133,0.0021137,0.004691386,0.009818274,0.0719664,0.0004467739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7766215,0.0003595735,0.0007297657,0.2210075,0.0006492242,0.0003450198,0.0000156313,0.00000231906,0.0002694445],"genre_scores_gemma":[0.9552732,0.00005663412,0.000208899,0.04402167,0.0003534444,0.000009893884,0.0000102198,0.000006672867,0.00005941758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1786516,"threshold_uncertainty_score":0.9414831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0457718174865127,"score_gpt":0.4163861476480516,"score_spread":0.3706143301615389,"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."}}