{"id":"W4409225780","doi":"10.1186/s12919-025-00323-7","title":"Lessons learned from Café Scientifique public webinars on pregnancy and parenting in arthritis: perspectives from patients, clinicians, and researchers","year":2025,"lang":"en","type":"article","venue":"BMC Proceedings","topic":"Pregnancy and Medication Impact","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arthritis Research Centre of Canada; Canadian Arthritis Patient Alliance; Centre for Advancing Health Outcomes; University of British Columbia Hospital; Research Canada; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Pregnancy; Public health; Family medicine; Alternative medicine; Arthritis; Rheumatoid arthritis; Health professionals; Health care; Nursing; Immunology; Pathology; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004977422,0.0001604121,0.000299416,0.0003653749,0.0001595892,0.0001360621,0.000114629,0.000146436,0.00002827983],"category_scores_gemma":[0.004652339,0.0001502794,0.00003998145,0.0004600233,0.0002778935,0.0003199641,0.00009011085,0.0004290421,0.000004342241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001125205,"about_ca_system_score_gemma":0.0003263468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002452929,"about_ca_topic_score_gemma":0.0001648345,"domain_scores_codex":[0.9982821,0.00004252674,0.0003197115,0.0006764259,0.0003127337,0.0003665484],"domain_scores_gemma":[0.999049,0.0002352297,0.0001151276,0.0001524246,0.0002202592,0.0002279655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000177643,0.0003583935,0.8374813,0.0001712421,0.00004082147,0.000003919117,0.007031675,4.055288e-8,0.0006237429,0.002933276,0.001077161,0.1501008],"study_design_scores_gemma":[0.003963629,0.0001437195,0.9608581,0.01684015,0.00003172291,8.45031e-7,0.01217905,0.0001560898,0.0007241883,0.00388423,0.001063513,0.0001547592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713227,0.01533522,0.00001820949,0.007191762,0.0001037309,0.0005975711,0.00003985959,0.00008738724,0.005303571],"genre_scores_gemma":[0.9920099,0.00639099,0.0005995362,0.0002257852,0.00004505317,0.00008555621,0.00003723489,0.00001349227,0.0005924146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.149946,"threshold_uncertainty_score":0.6128217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1361203625102025,"score_gpt":0.3763483205452695,"score_spread":0.2402279580350669,"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."}}