{"id":"W2027532257","doi":"10.3810/pgm.2000.09.15.1247","title":"Is it multiple sclerosis?","year":2000,"lang":"en","type":"article","venue":"Postgraduate Medicine","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Multiple sclerosis; Physical medicine and rehabilitation; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005097577,0.0003597765,0.0007468495,0.0002358469,0.0002376123,0.00001757987,0.0002269705,0.0001008143,0.0127984],"category_scores_gemma":[0.001004155,0.0002539409,0.0001655259,0.0005933207,0.0006058005,0.0001112754,0.00007407573,0.0004289036,0.002141187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001120261,"about_ca_system_score_gemma":0.00006746776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006435244,"about_ca_topic_score_gemma":0.00005371888,"domain_scores_codex":[0.9968258,0.00008085299,0.0005680344,0.0005977992,0.001149373,0.0007781921],"domain_scores_gemma":[0.9980313,0.0003034901,0.00006999559,0.0007500414,0.0002931152,0.0005520437],"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":[0.0008765331,0.0003842466,0.03229254,0.0002174054,0.0003524947,0.00009589984,0.003814947,0.000002244476,0.03618727,0.00002107972,0.6641075,0.2616478],"study_design_scores_gemma":[0.01350055,0.001600936,0.4844448,0.001796992,0.0002592565,0.0001121166,0.0008041392,0.002155268,0.00898764,0.0000835926,0.4857588,0.0004959308],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6058061,0.002384674,0.00003935422,0.2913096,0.0002690571,0.0013371,0.00004821273,0.0003025978,0.09850326],"genre_scores_gemma":[0.9399095,0.009376783,0.0006802805,0.01201617,0.0008118923,0.00008031057,0.00006844712,0.00006096897,0.0369956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4521522,"threshold_uncertainty_score":0.9999913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2043821333244071,"score_gpt":0.3636105778897993,"score_spread":0.1592284445653922,"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."}}