{"id":"W3047949250","doi":"","title":"CHARACTERIZING DRUG-RESISTANCE IN ADULTS WITH NEW-ONSET EPILEPSY","year":2020,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epilepsy; Drug Resistant Epilepsy; Medicine; Drug resistance; Psychology; Psychiatry; Biology; Genetics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003766099,0.0003572704,0.0007635169,0.0005762621,0.0001480374,0.0000155314,0.0004280856,0.0002663983,0.0009111615],"category_scores_gemma":[0.000007018101,0.000429026,0.0002317182,0.0008277607,0.0001376253,0.0008768421,0.0001116452,0.0006594034,0.00007824123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001715605,"about_ca_system_score_gemma":0.001876405,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002153827,"about_ca_topic_score_gemma":0.02475577,"domain_scores_codex":[0.9982705,0.00007446238,0.0001595449,0.000646245,0.000450499,0.0003987161],"domain_scores_gemma":[0.9986569,0.0000594183,0.0002630572,0.0003864887,0.00007322518,0.0005608592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.09322411,0.001227144,0.596072,0.004893505,0.001386774,0.01412381,0.2686715,0.000001629154,0.0005216144,0.0001920692,0.01647152,0.003214305],"study_design_scores_gemma":[0.01248438,0.0007310066,0.4921041,0.005441505,0.0004969964,0.00001336195,0.4644554,0.00001574807,0.001584923,0.00009361354,0.02179578,0.0007832224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772925,0.000249843,0.00001644921,0.003797574,0.00006117133,0.0007281842,0.0002246084,0.0001367471,0.01749293],"genre_scores_gemma":[0.8240621,0.0005491034,0.004045213,0.00007381608,0.00003974224,1.123421e-7,0.003984383,0.00004252041,0.167203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1957839,"threshold_uncertainty_score":0.9998162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006686755917750026,"score_gpt":0.1896942844156587,"score_spread":0.1830075284979087,"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."}}