{"id":"W3183104211","doi":"10.1016/j.ijpsycho.2021.06.014","title":"Biomarkers of mental disorders: Psychophysiological measures as indicators of mechanisms, risk, and outcome prediction","year":2021,"lang":"en","type":"editorial","venue":"International Journal of Psychophysiology","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Universität Hamburg","keywords":"Stimulus (psychology); Psychology; Conditional probability; Transition (genetics); Magnetoencephalography; Conditional entropy; Event-related potential; Entropy (arrow of time); Electroencephalography; Cognitive psychology; Audiology; Artificial intelligence; Statistics; Mathematics; Principle of maximum entropy; Neuroscience; Computer science; Physics; Chemistry","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":[0.01390709,0.004503279,0.00669003,0.003920615,0.00221742,0.007794692,0.004302701,0.01942064,0.005350874],"category_scores_gemma":[0.05066223,0.001840561,0.003413314,0.001862678,0.003570085,0.003688214,0.001636682,0.02560531,0.005434657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002566592,"about_ca_system_score_gemma":0.003677459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002043231,"about_ca_topic_score_gemma":0.004301959,"domain_scores_codex":[0.9941199,0.001406956,0.001289297,0.0008479402,0.002095809,0.0002400241],"domain_scores_gemma":[0.943688,0.03307557,0.001816225,0.001288979,0.01716098,0.002970154],"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":[0.0001761384,0.00004043927,0.0001170851,0.001009947,0.0001261517,0.0002154951,0.00002019411,0.00007252619,0.0001567909,0.0005421156,0.9830818,0.01444144],"study_design_scores_gemma":[0.0005156397,0.0001924015,0.002847733,0.003027549,0.0007974483,0.001379219,0.0001369424,0.001506483,0.000580932,0.004751797,0.9841138,0.0001499893],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0000473863,0.01218271,0.0002576438,0.0186953,0.9683471,0.00002696334,0.00006291018,0.00002768129,0.0003522098],"genre_scores_gemma":[0.0004862497,0.008082646,0.0002251954,0.009843538,0.9793687,0.00003755479,0.00002889486,0.00001565745,0.00191163],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01942064,"threshold_uncertainty_score":0.07354861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01298943928587878,"score_gpt":0.3041836397325512,"score_spread":0.2911942004466725,"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."}}