{"id":"W4309474348","doi":"10.1017/s0963180122000056","title":"Biomarkers in Psychiatric Disorders","year":2022,"lang":"en","type":"article","venue":"Cambridge Quarterly of Healthcare Ethics","topic":"Tryptophan and brain disorders","field":"Neuroscience","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Biomarker; Identification (biology); Psychiatry; Cognition; Medicine; Psychology; Biology","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":[0.0009410068,0.0001940956,0.0002750177,0.0004782656,0.0004172019,0.00001687941,0.0005391718,0.0001432217,0.00004664603],"category_scores_gemma":[0.0002303534,0.0002224414,0.0001366369,0.001425766,0.0002470952,0.0001150711,0.0000583171,0.001499305,0.00001483373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001222717,"about_ca_system_score_gemma":0.0005144887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001480474,"about_ca_topic_score_gemma":0.000867684,"domain_scores_codex":[0.9964449,0.001166342,0.0005650291,0.0005739054,0.0007300898,0.0005197505],"domain_scores_gemma":[0.9984004,0.0007706013,0.0002221319,0.0004408889,0.00003439842,0.0001315538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001895657,0.003429533,0.03119809,0.003764201,0.00006886428,0.0002073961,0.06347869,0.0003696513,0.02887835,0.3900067,0.02503111,0.4516718],"study_design_scores_gemma":[0.0323297,0.05394005,0.2872109,0.0005514932,0.00009397356,0.0008375645,0.2402676,0.007075031,0.01331374,0.09461111,0.2609993,0.008769509],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474314,0.001144305,0.000128449,0.0464385,0.001483241,0.0006859201,0.0001506084,0.000121987,0.002415569],"genre_scores_gemma":[0.9968349,0.0001328201,0.00009987121,0.002676387,0.00003125304,0.00007537754,0.00001065542,0.00003347779,0.0001052559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4429023,"threshold_uncertainty_score":0.9070898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03863808663375963,"score_gpt":0.3198998762280869,"score_spread":0.2812617895943273,"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."}}