{"id":"W4403266106","doi":"10.1212/cpj.0000000000200376","title":"Approach to Managing the Initial Presentation of Multiple Sclerosis","year":2024,"lang":"en","type":"article","venue":"Neurology Clinical Practice","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Presentation (obstetrics); Multiple sclerosis; Computer science; Neuroscience; Medicine; Psychology; Immunology; Surgery","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.00242734,0.0001233361,0.0003296852,0.0001166788,0.0001059675,0.00003607144,0.0002008311,0.0001275877,0.00002794925],"category_scores_gemma":[0.03464776,0.00008208547,0.0001604903,0.0004146508,0.000370636,0.0002066358,0.0002953972,0.00109129,0.0001361503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000116343,"about_ca_system_score_gemma":0.00008457154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000110395,"about_ca_topic_score_gemma":0.0000080313,"domain_scores_codex":[0.9971342,0.0009747323,0.0006373273,0.0004889806,0.0004807382,0.0002839896],"domain_scores_gemma":[0.9821015,0.01697881,0.0001066592,0.0004417994,0.000228347,0.0001429046],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02056934,0.005113103,0.08015966,0.001235285,0.002537046,0.0003916633,0.004072251,0.0008869748,0.01010421,0.002729383,0.1287756,0.7434255],"study_design_scores_gemma":[0.002952018,0.002997869,0.7250698,0.0001194881,0.0006504657,0.0001519815,0.0006914501,0.0514387,0.0004746265,0.0001539315,0.2150891,0.0002106067],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5537707,0.001423417,0.01105033,0.3160934,0.002855462,0.003642696,0.00003114408,0.0003700339,0.1107627],"genre_scores_gemma":[0.9845189,0.0007400464,0.004135657,0.009746307,0.0006232088,0.0000937808,0.000006604988,0.0000258529,0.0001096127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7432149,"threshold_uncertainty_score":0.9734838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3161232517151646,"score_gpt":0.4881842490595437,"score_spread":0.1720609973443791,"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."}}