{"id":"W4404183385","doi":"10.1136/jnnp-2024-abn.243","title":"A validation study of disease definitions for immune checkpoint inhibitor neurotoxicity","year":2024,"lang":"en","type":"article","venue":"","topic":"Pharmacological Receptor Mechanisms and Effects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"","keywords":"Neurotoxicity; Computer science; Disease; Medicine; Toxicity; Internal medicine","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":[0.05449656,0.001142193,0.0007777446,0.003564162,0.001115552,0.001950155,0.002715637,0.001487126,0.002408175],"category_scores_gemma":[0.1283188,0.0003662488,0.00199743,0.002292672,0.001847729,0.002298604,0.002998908,0.00152928,0.0008542495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001443159,"about_ca_system_score_gemma":0.001792684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001735306,"about_ca_topic_score_gemma":0.001260396,"domain_scores_codex":[0.9758196,0.01389277,0.002997985,0.002617186,0.00395647,0.0007159364],"domain_scores_gemma":[0.8820469,0.06919142,0.01829882,0.009739988,0.01844599,0.002276952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009655917,0.0001523223,0.9840188,0.0001634408,0.0002376757,0.0001317072,0.0006549825,0.000395936,0.0003404573,0.0007058262,0.0008969347,0.01133633],"study_design_scores_gemma":[0.0001972233,0.002419693,0.973811,0.0005051093,0.000460926,0.001936701,0.001240422,0.007198405,0.0009517757,0.001741188,0.009478576,0.00005898366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733278,0.003235087,0.01318936,0.0003813658,0.0003218047,0.001475579,0.001944216,0.00004973988,0.006075143],"genre_scores_gemma":[0.9927643,0.0002908938,0.003589292,0.0001591327,0.00006796276,0.0006354057,0.002156176,0.00004466033,0.0002922544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05449656,"threshold_uncertainty_score":0.2882088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03586901990729809,"score_gpt":0.3094675842895747,"score_spread":0.2735985643822766,"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."}}