{"id":"W2729852799","doi":"10.1111/epi.13778","title":"Neuroinflammation imaging markers for epileptogenesis","year":2017,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Epileptogenesis; Epilepsy; Status epilepticus; Neuroinflammation; Biomarker; Medicine; Disease; Neuroscience; Psychology; Intensive care medicine; Psychiatry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002753138,0.0001405271,0.0002190434,0.00008268356,0.0005196205,0.0001122487,0.0001613415,0.00003882404,0.0001965901],"category_scores_gemma":[0.0005479594,0.0001197681,0.0001729932,0.0000306225,0.00009891641,0.0001890703,0.00005652774,0.00008567043,0.0001697351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007528592,"about_ca_system_score_gemma":0.00009559489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007021827,"about_ca_topic_score_gemma":0.000009226163,"domain_scores_codex":[0.9988944,0.00002484856,0.0001937299,0.0002901628,0.0002278702,0.0003689962],"domain_scores_gemma":[0.9986827,0.0001019113,0.0001196062,0.0007551395,0.0001194028,0.0002212045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008656323,0.0001296093,0.8284807,0.0001249421,0.0001199494,0.0001468678,0.00004499589,0.000001912354,0.007181956,0.0009846522,0.01473734,0.1471815],"study_design_scores_gemma":[0.002752756,0.0002828617,0.9684021,0.00006849461,0.00009658156,0.00004309334,0.00002614937,0.002472939,0.007104005,0.0005573877,0.01806413,0.0001294755],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9566602,0.0002127012,0.002185025,0.01376091,0.0003944948,0.001654302,0.00003605294,0.0001303461,0.02496596],"genre_scores_gemma":[0.9930448,0.00008869788,0.003517924,0.0001583179,0.0003224765,0.0001815053,0.00006385961,0.00003467224,0.002587758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.147052,"threshold_uncertainty_score":0.4884002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03063203143157479,"score_gpt":0.3397128443132344,"score_spread":0.3090808128816596,"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."}}