{"id":"W3013906966","doi":"10.1177/1352458520914844","title":"The multiple sclerosis prodrome: Emerging evidence, challenges, and opportunities","year":2020,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; University of British Columbia","funders":"","keywords":"Prodrome; Multiple sclerosis; Disease; Medicine; Psychiatry; Psychology; Pathology; Psychosis","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":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002124389,0.0005925202,0.0008904524,0.0002417745,0.002258278,0.00052374,0.0006107789,0.0001807087,0.0001275446],"category_scores_gemma":[0.008477222,0.0004065969,0.0003827149,0.0003525516,0.0008068321,0.0007941714,0.0006679618,0.001457239,0.00005646923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002001731,"about_ca_system_score_gemma":0.0002722092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003867827,"about_ca_topic_score_gemma":0.00007737129,"domain_scores_codex":[0.9946082,0.0005093436,0.001097191,0.0007925239,0.001687439,0.001305328],"domain_scores_gemma":[0.9945936,0.002072992,0.0004365828,0.0006083914,0.0007784205,0.001510057],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001595363,0.000262514,0.03622905,0.0004954562,0.0008828201,0.00009744705,0.00834566,0.00003249861,0.07875098,0.00009253289,0.01563907,0.8575766],"study_design_scores_gemma":[0.008603667,0.001471893,0.8651254,0.003931619,0.000310164,0.0002987115,0.01294185,0.01125472,0.00454974,0.00004865153,0.09051389,0.0009496891],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6430506,0.165125,0.0002532987,0.1873367,0.0007034437,0.002092226,0.00005012985,0.0003849234,0.001003633],"genre_scores_gemma":[0.6662169,0.3306843,0.0009417114,0.0009503025,0.0008699167,0.0001064326,0.000003925404,0.00007544249,0.0001509886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8566269,"threshold_uncertainty_score":0.9998748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4732555798779113,"score_gpt":0.3308941430717214,"score_spread":0.1423614368061899,"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."}}