{"id":"W2592179862","doi":"10.1503/cmaj.1095380","title":"Hope in the hunt for brain disorder biomarkers","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neuroimaging; Medicine; Computer science; Data science; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02272815,0.001408063,0.002643798,0.003635748,0.002390844,0.008632552,0.002463038,0.01018425,0.02152913],"category_scores_gemma":[0.06182308,0.0009266135,0.00171089,0.001649025,0.008131701,0.01829411,0.006510145,0.02199993,0.008110166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002716243,"about_ca_system_score_gemma":0.006642431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004841075,"about_ca_topic_score_gemma":0.004979994,"domain_scores_codex":[0.9960262,0.001678775,0.0003359409,0.0006023237,0.000977715,0.0003792146],"domain_scores_gemma":[0.9553444,0.02517306,0.001668372,0.003147196,0.01012336,0.004543527],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007065088,0.0003014196,0.01165185,0.001441481,0.0005415597,0.001016702,0.0006478858,0.0005849795,0.00161097,0.1281883,0.5153418,0.3379665],"study_design_scores_gemma":[0.000250901,0.0002487137,0.005041156,0.004902399,0.0002845351,0.000856307,0.001603604,0.0007976705,0.000711783,0.5533242,0.4317885,0.0001901665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002847471,0.133349,0.008457594,0.8312571,0.01417161,0.00006834812,0.001190235,0.0003550766,0.008303644],"genre_scores_gemma":[0.08631076,0.190734,0.03954896,0.6014853,0.06250373,0.0007086163,0.002599643,0.000602049,0.015507],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02272815,"threshold_uncertainty_score":0.1201994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02043399313925977,"score_gpt":0.3387441711429687,"score_spread":0.3183101780037089,"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."}}