{"id":"W2894758097","doi":"10.1177/1352458518801764","title":"2018 Editors’ commentary","year":2018,"lang":"en","type":"editorial","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Multiple sclerosis; Medicine; 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":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002355226,0.001145359,0.001998911,0.0008364495,0.001413788,0.0005355622,0.001109455,0.001648519,0.001467301],"category_scores_gemma":[0.0100049,0.0009452078,0.001120241,0.0004949499,0.000985621,0.0004129008,0.0008892142,0.005802816,0.001097762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001798718,"about_ca_system_score_gemma":0.0009207704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002904998,"about_ca_topic_score_gemma":0.0001150133,"domain_scores_codex":[0.9898479,0.0004756631,0.001635069,0.001136458,0.005083504,0.001821416],"domain_scores_gemma":[0.9910819,0.002505664,0.0009508472,0.001358244,0.002632881,0.001470449],"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":[0.000856596,0.0005765088,0.002766658,0.0002622081,0.001267379,0.00008574835,0.0002585592,0.000001176181,0.002380029,7.836042e-8,0.9857728,0.005772284],"study_design_scores_gemma":[0.008003034,0.001300479,0.007533534,0.002862015,0.000470235,0.00005141442,0.000163837,0.0001060405,0.0005706108,0.000009261782,0.9781333,0.0007962906],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.001164861,0.001406687,0.00009217594,0.004924537,0.9895651,0.0009706439,0.0008395693,0.000209134,0.0008272577],"genre_scores_gemma":[0.001167269,0.01104144,0.002989446,0.000804899,0.9813241,0.0001066755,0.0006986807,0.0003055142,0.001561939],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.009634755,"threshold_uncertainty_score":0.9998862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0765972082841851,"score_gpt":0.3248551952186416,"score_spread":0.2482579869344566,"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."}}