{"id":"W4406075447","doi":"10.2196/63364","title":"A Health Professional Mentorship Platform to Improve Equitable Access to Abortion: Development, Usability, and Content Evaluation","year":2025,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Reproductive Health and Contraception","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Society of Obstetricians and Gynaecologists of Canada; University of Alberta; University of British Columbia","funders":"","keywords":"Preprint; Mentorship; Abortion; Computer science; Medical education; Medicine; World Wide Web; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03508767,0.0007393218,0.0005576151,0.001622314,0.001518966,0.003007676,0.00153044,0.001125296,0.004923613],"category_scores_gemma":[0.05474105,0.0004661662,0.001366601,0.0009520557,0.001145625,0.002894347,0.003979045,0.00142637,0.0009694194],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002058217,"about_ca_system_score_gemma":0.005750318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001098673,"about_ca_topic_score_gemma":0.002760085,"domain_scores_codex":[0.9849826,0.01088844,0.0008790378,0.0005393868,0.002083561,0.0006270239],"domain_scores_gemma":[0.9457226,0.03694466,0.001856653,0.004064407,0.008159233,0.003252329],"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":[0.001795386,0.01995807,0.02128032,0.005981696,0.0002274224,0.000582289,0.04753704,0.001855828,0.01161941,0.0030705,0.02510796,0.8609841],"study_design_scores_gemma":[0.009272039,0.04919321,0.2181642,0.008989554,0.002272716,0.001872751,0.07165065,0.04325676,0.08010384,0.01171609,0.5022775,0.00123062],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8588365,0.0006524501,0.06028748,0.00227048,0.0004269012,0.05220837,0.001392794,0.003902573,0.02002238],"genre_scores_gemma":[0.5111404,0.001058476,0.4251053,0.001451276,0.0001782155,0.0490697,0.001867076,0.0006746544,0.00945486],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03508767,"threshold_uncertainty_score":0.1855635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1766735421438928,"score_gpt":0.4690481029864692,"score_spread":0.2923745608425764,"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."}}