{"id":"W2577639683","doi":"10.1177/070674370905400712","title":"Book Review: Neuropsychiatry: The Clinical Neuropsychiatry of Multiple Sclerosis. Second Edition","year":2009,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Neuropsychiatry; Psychology; Multiple sclerosis; Psychiatry; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003160904,0.0002154645,0.0006043873,0.0002652299,0.0004040677,0.00003361444,0.0008206587,0.000113253,0.001009098],"category_scores_gemma":[0.0007532517,0.0001144786,0.0004929762,0.000702245,0.000747776,0.0001602758,0.00001525572,0.001417071,0.00002573928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005326186,"about_ca_system_score_gemma":0.005576326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004756773,"about_ca_topic_score_gemma":0.01528789,"domain_scores_codex":[0.9967198,0.0004005076,0.001290297,0.0002434029,0.0008161438,0.0005298815],"domain_scores_gemma":[0.9967061,0.0001913283,0.0007446497,0.0007910578,0.0004810587,0.001085788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001433145,0.0001147986,0.03519457,0.0001441653,0.00005299445,0.00002005289,0.00009790069,0.000002069676,0.0000772182,0.0004413467,0.9595732,0.004138373],"study_design_scores_gemma":[0.002414308,0.002475844,0.6212025,0.002426653,0.0003832628,0.001093124,0.0002528907,0.00002612255,0.00002310618,0.001222349,0.368327,0.0001529263],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07805082,0.3496358,0.00003622855,0.5536855,0.01336428,0.0009353017,0.0000320013,0.00001584313,0.004244187],"genre_scores_gemma":[0.4799193,0.02996611,0.00121235,0.4748335,0.0118652,0.000005939779,0.0000102139,0.0000600773,0.002127385],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5912462,"threshold_uncertainty_score":0.9999041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04665608785261898,"score_gpt":0.3269280778076744,"score_spread":0.2802719899550554,"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."}}