{"id":"W4214909359","doi":"10.1177/13524585221075990","title":"Pathways to cures for multiple sclerosis: A research roadmap","year":2022,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Multiple sclerosis; Medicine; Political science; Public relations; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008152337,0.0006566119,0.001204122,0.001839398,0.006276175,0.0004953602,0.001335893,0.0001874789,0.001001275],"category_scores_gemma":[0.01130849,0.0006057711,0.0009038765,0.002088632,0.0003957246,0.0003801837,0.001878473,0.003077159,0.0002004129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001783644,"about_ca_system_score_gemma":0.0008251272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002063466,"about_ca_topic_score_gemma":0.0001785295,"domain_scores_codex":[0.988945,0.001182063,0.001411802,0.001312546,0.004320724,0.002827839],"domain_scores_gemma":[0.9917408,0.002677555,0.0003323508,0.001207026,0.002178139,0.001864105],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005878211,0.002386295,0.06118168,0.000227162,0.0006953795,0.00008197752,0.006380371,0.00206773,0.5966949,0.00008481791,0.2482144,0.07610705],"study_design_scores_gemma":[0.03340409,0.008535891,0.6063635,0.001480231,0.0002276737,0.0005320805,0.0183858,0.01411689,0.03416908,0.0003533994,0.2806943,0.001737098],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733846,0.002646622,0.002204135,0.01193819,0.001605875,0.006279549,0.0009347929,0.0003407739,0.0006655181],"genre_scores_gemma":[0.9775366,0.0009992109,0.01324051,0.001339795,0.001789679,0.004046615,0.00007119882,0.0002326807,0.0007436769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5625259,"threshold_uncertainty_score":0.999912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3983067987374694,"score_gpt":0.3840609125952333,"score_spread":0.0142458861422361,"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."}}