{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001297054,0.0006433631,0.001220237,0.0005237413,0.001060277,0.0003218942,0.0003640917,0.0002718657,0.0003495],"category_scores_gemma":[0.006807911,0.0004796331,0.0003905734,0.0008944391,0.0002868789,0.0005248461,0.0002840093,0.001396049,0.00002179175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009718119,"about_ca_system_score_gemma":0.0004773542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000223054,"about_ca_topic_score_gemma":0.0006875397,"domain_scores_codex":[0.9944776,0.0004136005,0.001027169,0.0009774545,0.001320825,0.001783328],"domain_scores_gemma":[0.9950027,0.001688805,0.000462046,0.0007508455,0.001046889,0.001048722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003115745,0.0009237961,0.8404578,0.0001194884,0.0003871319,0.00004731268,0.003001749,0.0004952177,0.1290185,7.271732e-7,0.001474566,0.02095799],"study_design_scores_gemma":[0.01860637,0.0006038393,0.9369914,0.00143606,0.0001034244,0.00007235718,0.006001982,0.004290924,0.02938084,0.00001232919,0.001977679,0.00052279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946471,0.00106015,0.001603055,0.0006643829,0.0003648942,0.001199586,0.0002256859,0.0001090758,0.000126055],"genre_scores_gemma":[0.9839423,0.004608709,0.009857799,0.0002271258,0.0004553821,0.0004990209,0.0000461632,0.0001467369,0.0002167255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09963766,"threshold_uncertainty_score":0.9997655,"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."}}