{"id":"W2802045380","doi":"10.1177/1352458518771257","title":"We should focus more on finding therapeutic targets for the non-inflammatory damage in MS – Commentary","year":2018,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Multiple sclerosis; Focus (optics); Medicine; Neuroscience; Psychology; Intensive care medicine; Immunology; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001767368,0.0004136171,0.0005765184,0.0004175087,0.00122464,0.0001605009,0.0005492302,0.000160801,0.0003135758],"category_scores_gemma":[0.0007188253,0.0002657673,0.0003641126,0.0003552467,0.0005268004,0.0002287924,0.0002085971,0.001185631,0.00005023979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004851728,"about_ca_system_score_gemma":0.0001068377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009760397,"about_ca_topic_score_gemma":0.000581392,"domain_scores_codex":[0.99664,0.0001816249,0.0007149732,0.0004475734,0.0009690241,0.001046755],"domain_scores_gemma":[0.9968302,0.001691602,0.0002478764,0.000600213,0.000303355,0.0003268094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004702202,0.001268138,0.4150889,0.0002234282,0.001328389,0.00007217331,0.01471741,0.0002871879,0.1894619,0.00002802852,0.1591827,0.2136396],"study_design_scores_gemma":[0.01154569,0.001161665,0.911941,0.001231781,0.0001171898,0.00002633482,0.003134742,0.02344192,0.02210988,0.00006976058,0.0248279,0.0003921311],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8808791,0.003302804,0.003338602,0.1057308,0.001651448,0.004250599,0.0001183656,0.000118604,0.0006097388],"genre_scores_gemma":[0.9897125,0.002374711,0.001346994,0.00407094,0.002005458,0.0002493565,0.00001067757,0.00008947644,0.0001398929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4968522,"threshold_uncertainty_score":0.9999794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1635254003286465,"score_gpt":0.3594872247878945,"score_spread":0.1959618244592481,"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."}}