{"id":"W2148333046","doi":"10.1016/s1474-4422(12)70003-0","title":"Association between pathological and MRI findings in multiple sclerosis","year":2012,"lang":"en","type":"review","venue":"The Lancet Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":484,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cameco (Canada); University of Saskatchewan","funders":"Biogen","keywords":"Multiple sclerosis; Pathological; Association (psychology); Medicine; Pathology; Psychology; Psychiatry; Psychotherapist","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":[],"consensus_categories":[],"category_scores_codex":[0.001735151,0.0003065714,0.002428747,0.000162878,0.0001121438,0.00001939789,0.000263332,0.0005455952,0.00003896931],"category_scores_gemma":[0.001862992,0.0001770883,0.0001732329,0.0002712794,0.0001951977,0.00003734648,0.000435685,0.001672161,0.00009672943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006662,"about_ca_system_score_gemma":0.00003687922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003102677,"about_ca_topic_score_gemma":0.00003838401,"domain_scores_codex":[0.9970086,0.001016081,0.0004594473,0.0004248785,0.0002948685,0.0007961084],"domain_scores_gemma":[0.995828,0.003400477,0.0002142559,0.0004135373,0.00003858361,0.000105167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006759736,0.00005990455,0.4108272,0.002569376,0.0002407479,0.00002166827,0.0001406991,9.551339e-8,0.000008155216,0.00001176429,0.002661452,0.5833913],"study_design_scores_gemma":[0.0006726486,0.0001277324,0.4193848,0.0004743538,0.000414225,0.00001824507,0.00000187815,0.000003368831,4.454695e-7,0.000009988731,0.578791,0.0001012319],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0158086,0.9764307,0.00000203656,0.006003641,0.0001417856,0.001197466,0.00008960861,0.00006137359,0.0002647621],"genre_scores_gemma":[0.008592904,0.9892358,0.0000484623,0.0005885456,0.001130056,0.0002200645,0.00005217336,0.00003510192,0.00009688995],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5832901,"threshold_uncertainty_score":0.7264799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3285362247754656,"score_gpt":0.3823218585951059,"score_spread":0.05378563381964024,"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."}}