{"id":"W4402058562","doi":"10.1177/13524585241266483","title":"The refined Pathways to Cures Research Roadmap for multiple sclerosis cures","year":2024,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"National Multiple Sclerosis Society","keywords":"Multiple sclerosis; Medicine; Clinical neurology; Neuroscience; Intensive care medicine; Psychology; Psychiatry","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":[0.07829209,0.00251941,0.001955854,0.00789002,0.004565249,0.01076841,0.005723426,0.008299047,0.02820885],"category_scores_gemma":[0.1113969,0.001285561,0.005383779,0.006454756,0.003748479,0.01106641,0.01783033,0.01340373,0.008490893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01482483,"about_ca_system_score_gemma":0.1494826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02782744,"about_ca_topic_score_gemma":0.0325013,"domain_scores_codex":[0.9536232,0.02691346,0.004152243,0.002017362,0.008359833,0.004933898],"domain_scores_gemma":[0.8652757,0.03849136,0.006080912,0.008338815,0.06035371,0.02145942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005213611,0.0003858549,0.005503702,0.009783003,0.00052386,0.0003099872,0.001911767,0.006343951,0.0006670365,0.1418518,0.5098094,0.3223883],"study_design_scores_gemma":[0.0003604035,0.0005515722,0.00511222,0.01118127,0.0005203974,0.0002849759,0.001537081,0.001520107,0.0005772263,0.06313512,0.9150528,0.0001666798],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008278122,0.06381237,0.05491842,0.7392223,0.02060854,0.005670974,0.01627236,0.002493523,0.08872346],"genre_scores_gemma":[0.1628825,0.1236431,0.4438328,0.1452,0.007093885,0.01856428,0.05404061,0.001395706,0.04334703],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07829209,"threshold_uncertainty_score":0.4140531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3696067301369734,"score_gpt":0.4003061491544868,"score_spread":0.03069941901751339,"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."}}