{"id":"W2118021919","doi":"10.1517/17460441.2011.573783","title":"New methods for multiple sclerosis drug discovery","year":2011,"lang":"en","type":"article","venue":"Expert Opinion on Drug Discovery","topic":"Cell death mechanisms and regulation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Multiple sclerosis; Pathogenesis; Disease; Drug discovery; Drug; Drug development; Immune system; Apoptosis; Immunology; Medicine; Biology; Bioinformatics; Pharmacology; Genetics; Pathology","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":[0.002441334,0.001028749,0.001546099,0.001735276,0.0005379879,0.002704595,0.001658093,0.001754436,0.03134705],"category_scores_gemma":[0.003433007,0.0005432941,0.001256378,0.001338998,0.001365811,0.002960216,0.002057855,0.003914178,0.01598024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00150958,"about_ca_system_score_gemma":0.001716611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008163833,"about_ca_topic_score_gemma":0.0009429529,"domain_scores_codex":[0.9985247,0.0004072614,0.0000779728,0.0002842195,0.0006081358,0.00009772065],"domain_scores_gemma":[0.9987304,0.0004369752,0.0001142856,0.000283033,0.0003221614,0.000113123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001845526,0.0001488378,0.0004962491,0.002852205,0.0002805589,0.0003108019,0.00009912202,0.003008147,0.01659217,0.2162947,0.104646,0.6550868],"study_design_scores_gemma":[0.0001104237,0.0002223124,0.0003267348,0.0006674497,0.00009436138,0.0005048203,0.00005461885,0.006459272,0.006242599,0.10804,0.8772237,0.00005372838],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006835939,0.3477439,0.4199394,0.03425185,0.01297276,0.00127872,0.004336262,0.004308142,0.168333],"genre_scores_gemma":[0.1173348,0.3652286,0.3552985,0.0145798,0.006436614,0.003603341,0.00607049,0.0006995835,0.1307484],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.03134705,"threshold_uncertainty_score":0.1048663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05481432085617162,"score_gpt":0.3173175077206489,"score_spread":0.2625031868644773,"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."}}