{"id":"W2014593079","doi":"10.1016/j.jocn.2007.02.089","title":"Validation of linear cerebral atrophy markers in multiple sclerosis","year":2007,"lang":"en","type":"article","venue":"Journal of Clinical Neuroscience","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"Population Health Research Institute","funders":"University of Tasmania; Australian Government","keywords":"Medicine; Atrophy; Multiple sclerosis; Brain size; Third ventricle; Population; Cardiology; Cohort; Cerebral atrophy; Internal medicine; Pathology; Nuclear medicine; Magnetic resonance imaging; Radiology","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":[0.00551269,0.0006429756,0.0004671359,0.001634682,0.000665786,0.001033774,0.0006570904,0.0008424244,0.001312256],"category_scores_gemma":[0.01180031,0.0004146332,0.0003146596,0.0008317854,0.001087415,0.0009383887,0.0006218443,0.0006388464,0.0007148591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004554824,"about_ca_system_score_gemma":0.0007827683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002580394,"about_ca_topic_score_gemma":0.003581206,"domain_scores_codex":[0.9980585,0.0009593314,0.0001859289,0.0003444418,0.0003207094,0.0001309538],"domain_scores_gemma":[0.9902442,0.004232756,0.001681644,0.0008962261,0.002546092,0.0003990242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003902564,0.0004058602,0.9402451,0.000161793,0.0003503332,0.0002975015,0.0008292949,0.0006413946,0.02831201,0.0002110566,0.0004233954,0.02421979],"study_design_scores_gemma":[0.0002271073,0.002605166,0.9665732,0.00008072393,0.0004100066,0.001482771,0.0005605815,0.003174512,0.02296306,0.0003403038,0.00154786,0.0000347447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969546,0.0006571357,0.001039651,0.00006785087,0.00002036596,0.00003701117,0.0001885917,0.00003260517,0.001002285],"genre_scores_gemma":[0.997354,0.0001855372,0.00150163,0.00004955303,0.00002156308,0.00005039971,0.0003131737,0.00001531839,0.0005088983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00551269,"threshold_uncertainty_score":0.02915418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2621272329791374,"score_gpt":0.4396821923343344,"score_spread":0.177554959355197,"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."}}