{"id":"W2007895122","doi":"10.1177/135245850501100123","title":"Pathologic Classification Systems in MS: What is their Significance?","year":2005,"lang":"en","type":"review","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston General Hospital; Queen's University","funders":"","keywords":"Multiple sclerosis; Medicine; Clinical significance; Pathology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005169104,0.001276308,0.004762081,0.007847271,0.0004839185,0.003048128,0.002203749,0.001441561,0.001722568],"category_scores_gemma":[0.008906756,0.0005173617,0.001278419,0.01098828,0.001762157,0.003305448,0.0008817221,0.001651782,0.0008073275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001840143,"about_ca_system_score_gemma":0.004448589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005877852,"about_ca_topic_score_gemma":0.01010387,"domain_scores_codex":[0.9982639,0.0005299659,0.0005155293,0.0002138586,0.000413712,0.00006304748],"domain_scores_gemma":[0.9943672,0.003456503,0.0008577164,0.0001082552,0.001103672,0.0001066149],"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":[0.0001312844,0.0000487906,0.002785668,0.05585647,0.000609398,0.0002094109,0.0002065267,0.0002766413,0.0003007592,0.004053234,0.02912833,0.9063935],"study_design_scores_gemma":[0.000158011,0.0002379551,0.0207866,0.1109666,0.004693983,0.004585662,0.001364602,0.0005518111,0.0005490295,0.009511767,0.8464332,0.0001607722],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009575885,0.999019,0.00008737646,0.0003802079,0.0002180273,0.000004526411,0.00002156429,0.000002920074,0.0001705755],"genre_scores_gemma":[0.0009073137,0.9981139,0.0004704317,0.0001996824,0.0001856393,0.00000671039,0.00003466577,0.000001231689,0.0000804584],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007847271,"threshold_uncertainty_score":0.02733719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3370248482679786,"score_gpt":0.3858066713515501,"score_spread":0.04878182308357149,"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."}}