{"id":"W4391670687","doi":"10.2196/47092","title":"Building a Sustainable Learning Health Care System for Pregnant and Lactating People: Interview Study Among Data Access Providers","year":2024,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Pregnancy and Medication Impact","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission; European Federation of Pharmaceutical Industries and Associations","keywords":"Transparency (behavior); General partnership; Sustainability; Health care; Breastfeeding; Public relations; Business; Qualitative property; Private sector; Nursing; Medicine; Psychology; Environmental health; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.02216294,0.0003773952,0.0006642513,0.001403945,0.01011827,0.003248209,0.001451815,0.002882267,0.002699416],"category_scores_gemma":[0.02840372,0.00109556,0.0004644182,0.001513116,0.007386651,0.005151296,0.00684535,0.004706838,0.0004961118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005855848,"about_ca_system_score_gemma":0.007566098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01973601,"about_ca_topic_score_gemma":0.02204072,"domain_scores_codex":[0.9836709,0.01194092,0.000550736,0.0006980267,0.000695522,0.002443868],"domain_scores_gemma":[0.9713022,0.01973015,0.002387972,0.0006904224,0.00255471,0.003334367],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002031453,0.00006017528,0.005477052,0.00009195694,0.000003014154,0.0003617596,0.9909899,0.00001634174,0.000297106,0.000550379,0.0003526894,0.001779376],"study_design_scores_gemma":[0.000004060017,0.00004085397,0.001169524,0.00006975576,0.000001910219,0.00006097996,0.9957922,0.0000473772,0.00006430157,0.0001147087,0.002629189,0.000005128252],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905207,0.0004639088,0.002133591,0.004070048,0.00003351212,0.0005448191,0.0001435049,0.00001064496,0.00207926],"genre_scores_gemma":[0.992869,0.0006821242,0.001710733,0.002584076,0.00001688266,0.0007065714,0.00006222168,0.00001284506,0.001355552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02216294,"threshold_uncertainty_score":0.1172103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05150133198051468,"score_gpt":0.3932009217575244,"score_spread":0.3416995897770098,"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."}}