{"id":"W7073676643","doi":"","title":"Imaging outcome measures of neuroprotection and repair in MS: A consensus statement from NAIMS.","year":2019,"lang":"en","type":"article","venue":"eScholarship (California Digital Library)","topic":"Photonic Crystal and Fiber Optics","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neuroprotection; Context (archaeology); Multiple sclerosis; Diffusion MRI; Clinical trial; Magnetic resonance imaging","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001123863,0.000194784,0.0002587979,0.0001284049,0.00001809509,0.000135843,0.000109501,0.00005856812,0.00007068073],"category_scores_gemma":[0.00005406103,0.0001896176,0.00007698436,0.0001920119,0.0000439943,0.0007776094,0.00009927667,0.0003061333,0.00009146291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003346902,"about_ca_system_score_gemma":0.00001848252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001218092,"about_ca_topic_score_gemma":0.0000046913,"domain_scores_codex":[0.9987774,0.00002710444,0.0005081004,0.0002483586,0.0001946774,0.0002443311],"domain_scores_gemma":[0.9995136,0.00007626207,0.00006030496,0.0002354332,0.00001452457,0.00009990163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001234118,0.00007638476,0.9828946,0.0002967202,0.00005994303,0.00005497226,0.000103221,0.0007408999,0.01111875,0.0001324781,0.0002720866,0.004126544],"study_design_scores_gemma":[0.007401467,0.0004166785,0.4396733,0.00104885,0.00009521569,0.00008682198,0.0005941401,0.1056879,0.03900374,0.02214774,0.380975,0.002869148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929204,0.0003932946,0.00006047558,0.00007155697,0.0001312357,0.000296528,0.002031749,0.0003787199,0.00371604],"genre_scores_gemma":[0.9992836,0.00002387813,0.0004230628,0.00006088543,0.00001801578,0.000009125695,0.00006643608,0.00005256288,0.00006248158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5432213,"threshold_uncertainty_score":0.7732382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151749293719946,"score_gpt":0.2000241740130039,"score_spread":0.1848492446410093,"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."}}