{"id":"W3196759432","doi":"10.1177/13524585211041108","title":"Risk factors for peripartum depression in women with multiple sclerosis","year":2021,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Toronto; St. Michael's Hospital","funders":"National Multiple Sclerosis Society","keywords":"Multiple sclerosis; Depression (economics); Medicine; Psychiatry; Psychology; Physical medicine and rehabilitation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.000464319,0.0001717721,0.0002754424,0.0004804635,0.0003386613,0.000367135,0.0002327343,0.0003412877,0.001133057],"category_scores_gemma":[0.002874019,0.0001871455,0.0003475943,0.0007273937,0.0001996775,0.0002312133,0.0002789438,0.0006347356,0.000122688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001961748,"about_ca_system_score_gemma":0.0002466772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002925662,"about_ca_topic_score_gemma":0.003793412,"domain_scores_codex":[0.9997382,0.00008821856,0.00003103963,0.00004915374,0.00005171567,0.00004177069],"domain_scores_gemma":[0.9988123,0.0002778911,0.0006484205,0.00004898127,0.00007548897,0.0001368957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003619532,0.000008878838,0.9983153,0.00000850896,0.00001915667,0.00009802503,0.00003045505,0.000009180519,0.00004863414,0.0000063912,0.00005646842,0.001362751],"study_design_scores_gemma":[0.000003653159,0.00005840535,0.9986355,0.00002019843,0.00002906779,0.0008847072,0.0001008821,0.00009961575,0.00002192928,0.00002207431,0.0001219104,0.00000208965],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954608,0.003296766,0.0001129007,0.0002953649,0.00001777303,0.000009026683,0.0002487379,0.000007253275,0.0005513901],"genre_scores_gemma":[0.9990484,0.0006250042,0.00009099422,0.00004630568,0.00001811161,0.000007099432,0.00009028334,0.000001177781,0.00007267933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002925662,"threshold_uncertainty_score":0.005817235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09636819362826436,"score_gpt":0.2966764040732064,"score_spread":0.2003082104449421,"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."}}