{"id":"W4317726029","doi":"10.1177/13524585221146270","title":"The Canadian Multiple Sclerosis Pregnancy Study: First-trimester miscarriages in women with multiple sclerosis","year":2023,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of British Columbia","funders":"","keywords":"Multiple sclerosis; Miscarriage; Pregnancy; Medicine; Obstetrics; First trimester; Population; Gynecology; Abortion; Gestation; Psychiatry; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.004080651,0.001331031,0.001780244,0.002068007,0.005695209,0.001504638,0.001626238,0.0004745351,0.0002177003],"category_scores_gemma":[0.006067443,0.0009293957,0.0005237428,0.00393449,0.0009609074,0.0008945558,0.0007155084,0.002742841,0.0004526544],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003358183,"about_ca_system_score_gemma":0.001523109,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05516221,"about_ca_topic_score_gemma":0.6216934,"domain_scores_codex":[0.9875215,0.0009727295,0.002063056,0.001679751,0.003140504,0.004622505],"domain_scores_gemma":[0.9901741,0.003360656,0.0006598154,0.001943237,0.001168288,0.002693859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00243315,0.00109858,0.923197,0.0001420384,0.001014277,0.0003046266,0.009795742,0.0008585186,0.00732245,0.000001555215,0.009235535,0.04459653],"study_design_scores_gemma":[0.02333811,0.001570833,0.9488484,0.004099234,0.0001406485,0.00006248987,0.01178884,0.003267269,0.0009288529,0.00001155766,0.004933848,0.001009975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851032,0.0017522,0.00001937065,0.006481585,0.0008221103,0.00481989,0.0002109885,0.000404203,0.0003864529],"genre_scores_gemma":[0.9864046,0.008373386,0.0006392288,0.0004012636,0.0006548111,0.002219839,0.00003584441,0.000342137,0.0009289055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5665312,"threshold_uncertainty_score":0.9999441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1169958242901467,"score_gpt":0.289420003314446,"score_spread":0.1724241790242993,"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."}}