{"id":"W2161378010","doi":"10.1159/000366504","title":"Depression: Discrete or Continuous?","year":2014,"lang":"en","type":"article","venue":"Psychopathology","topic":"Mental Health Research Topics","field":"Psychology","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics","funders":"","keywords":"Psychology; Perception; Anxiety; Cognition; Personality; Cognitive psychology; Depression (economics); Clinical psychology; Developmental psychology; Social psychology; Psychiatry; Neuroscience","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008564965,0.0001836326,0.0003221364,0.0001306025,0.0001448734,0.00001897987,0.0004145735,0.0002233104,0.01000539],"category_scores_gemma":[0.0002021579,0.0001366681,0.00006633057,0.0001885078,0.0001995071,0.00005506656,0.0001000004,0.000407439,0.003883353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002945578,"about_ca_system_score_gemma":0.00002299265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004119449,"about_ca_topic_score_gemma":0.00004241265,"domain_scores_codex":[0.9972875,0.0007661133,0.0003731986,0.0005856449,0.0002151789,0.0007723632],"domain_scores_gemma":[0.9983597,0.0003178561,0.0001129422,0.0008703632,0.00004610246,0.0002930019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002328371,0.0005460191,0.2135935,0.0001144385,0.0000437991,0.0005611805,0.002229402,9.225556e-7,0.001016168,0.03752367,0.1183024,0.6237401],"study_design_scores_gemma":[0.003198551,0.001213134,0.225254,0.00004247065,0.00001538748,0.0008660084,0.0003685555,0.00006170807,0.0001291799,0.004485542,0.7640041,0.0003613369],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4213672,0.000698305,0.01224898,0.003683976,0.007123932,0.0008382509,0.00002135554,0.000333295,0.5536848],"genre_scores_gemma":[0.9524721,0.00002996257,0.00184145,0.003316657,0.0008281497,0.0002509811,0.00001537413,0.00004734458,0.041198],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6457016,"threshold_uncertainty_score":0.9968922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05076822405881515,"score_gpt":0.4401188555848243,"score_spread":0.3893506315260091,"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."}}