{"id":"W4409238484","doi":"10.29399/npa.28988","title":"NONINVASIVE EVALUATION OF PROGRESSION IN MS PATIENTS","year":2025,"lang":"en","type":"article","venue":"Nöro Psikiyatri Arşivi","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Internal medicine","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":[0.0009675135,0.0001218261,0.0003165256,0.0003944848,0.00004650007,0.000007619245,0.00009786988,0.00008412257,0.0001145926],"category_scores_gemma":[0.002297802,0.00009696611,0.00007913582,0.0006185234,0.0000905483,0.00007808625,0.0001227221,0.0001892205,0.0000178688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002539683,"about_ca_system_score_gemma":0.000303375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007782243,"about_ca_topic_score_gemma":0.00009575895,"domain_scores_codex":[0.9978837,0.0001757515,0.0003690209,0.0002649558,0.001039667,0.000266886],"domain_scores_gemma":[0.9985712,0.0001549504,0.0001000475,0.0002890554,0.0008249131,0.00005985541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002269808,0.000629014,0.8192399,0.000237592,0.00006682252,0.000003065521,0.0004436702,0.00002912173,0.003831521,0.00005846962,0.003729235,0.1715046],"study_design_scores_gemma":[0.005914522,0.0002376266,0.9756696,0.0008678395,0.00007818171,3.461142e-7,0.0001108732,0.001544155,0.01444571,0.0001593731,0.0008962672,0.0000755701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978824,0.0005890699,0.00001699971,0.0006810166,0.0001537088,0.001649164,0.000008500585,0.00002322977,0.01805436],"genre_scores_gemma":[0.9987442,0.0001820428,0.0004847068,0.00007601147,0.00003660936,0.0001742992,0.00003512662,0.000009340457,0.0002576996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1714291,"threshold_uncertainty_score":0.3954163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0672751859567669,"score_gpt":0.4259341065536893,"score_spread":0.3586589205969224,"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."}}