{"id":"W2889534785","doi":"10.1177/1352458518798048","title":"gMS-Classifier1 does not predict disability progression in multiple sclerosis","year":2018,"lang":"en","type":"letter","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa","funders":"","keywords":"Multiple sclerosis; Medicine; Physical medicine and rehabilitation; Clinical neurology; Psychology; Neuroscience; 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":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.003856117,0.002065884,0.00341543,0.001261022,0.001585263,0.000843775,0.001771896,0.002795856,0.001351127],"category_scores_gemma":[0.00989958,0.00143322,0.001730956,0.001272732,0.003304687,0.0008956883,0.001349389,0.01200108,0.0003561381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003022684,"about_ca_system_score_gemma":0.00073276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005741421,"about_ca_topic_score_gemma":0.001073376,"domain_scores_codex":[0.9831852,0.001698905,0.003450839,0.002697355,0.0052761,0.003691596],"domain_scores_gemma":[0.9903252,0.002723002,0.001594713,0.002549175,0.001552307,0.001255575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001671353,0.001268829,0.4536313,0.0009684396,0.000635984,0.000329278,0.0005353678,0.000007065751,0.02673785,2.54846e-7,0.4636897,0.05052462],"study_design_scores_gemma":[0.01396941,0.001174417,0.7979134,0.01103335,0.0003790828,0.0001583576,0.0002932574,0.002939536,0.008131529,0.00002097827,0.1623569,0.001629799],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5416351,0.001168256,0.0002207122,0.4430312,0.004958303,0.006170293,0.00161547,0.0006354026,0.0005652453],"genre_scores_gemma":[0.8728158,0.00725919,0.006866222,0.07975598,0.02844134,0.001251832,0.0007090849,0.0007122198,0.002188307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3632753,"threshold_uncertainty_score":0.9997146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1662032173793322,"score_gpt":0.3293705557566568,"score_spread":0.1631673383773246,"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."}}