{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03872508,0.00087386,0.003688237,0.004618571,0.001052218,0.00538253,0.002368496,0.004732152,0.005422262],"category_scores_gemma":[0.06152088,0.000579483,0.001289881,0.004525943,0.00435643,0.01289567,0.003169841,0.005884097,0.0009606023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002133658,"about_ca_system_score_gemma":0.007800521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002409307,"about_ca_topic_score_gemma":0.006868522,"domain_scores_codex":[0.9903957,0.004603785,0.002161675,0.0008902575,0.00159178,0.0003568897],"domain_scores_gemma":[0.8407394,0.1286292,0.01061385,0.001941977,0.01470576,0.00336981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001027624,0.0002127328,0.01111825,0.05581693,0.0009650811,0.0009634107,0.0008682947,0.0003297428,0.0006048895,0.02886826,0.04455255,0.8546723],"study_design_scores_gemma":[0.0003153191,0.001094625,0.02337443,0.1792784,0.003284421,0.003832118,0.009021509,0.001102925,0.0005767377,0.1048149,0.6730441,0.0002604983],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006003038,0.9574636,0.0002354007,0.03950872,0.001582194,0.0000103171,0.00005103463,0.000007237048,0.0005412507],"genre_scores_gemma":[0.01407819,0.9549879,0.001654662,0.01741368,0.01146186,0.0000446146,0.00009983571,0.00001107942,0.0002481755],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03872508,"threshold_uncertainty_score":0.2048002,"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."}}