{"id":"W3134552258","doi":"10.1503/jpn.200091","title":"Reduced visual contrast suppression during major depressive episodes","year":2021,"lang":"en","type":"article","venue":"Journal of Psychiatry and Neuroscience","topic":"Retinal Development and Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Helsingin Yliopisto","keywords":"Contrast (vision); Major depressive disorder; Retinal; Psychology; Audiology; Visual processing; Perception; Medicine; Ophthalmology; Neuroscience; Cognition; Optics","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":[0.000252493,0.0002332546,0.0002812537,0.0003350676,0.000170239,0.0003792694,0.0001499317,0.0002580812,0.0007189212],"category_scores_gemma":[0.001602349,0.0001443677,0.0001584737,0.0001878164,0.0001572822,0.0001094348,0.0001891185,0.0002986436,0.00009861601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002219437,"about_ca_system_score_gemma":0.00009348915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002339688,"about_ca_topic_score_gemma":0.00382499,"domain_scores_codex":[0.9998653,0.000028938,0.00001896425,0.00002865519,0.00003830581,0.00001990793],"domain_scores_gemma":[0.9992829,0.0001220504,0.0003919819,0.00003180525,0.00009527168,0.00007592571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002304776,0.0001891797,0.9521632,0.0001250707,0.0001656353,0.000687814,0.0005629042,0.000105106,0.02911622,0.00002683579,0.0002633217,0.01428991],"study_design_scores_gemma":[0.00000865843,0.0001118839,0.9990502,0.000004294322,0.00001697147,0.0003587254,0.00004145133,0.00005284206,0.000303644,0.00001189065,0.00003761746,0.000001781386],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993198,0.0002310788,0.00007961536,0.00002136152,0.000003609384,0.00000781353,0.00007280627,0.000005308417,0.0002586951],"genre_scores_gemma":[0.999709,0.00007396797,0.00006161341,0.00001625155,0.000003159082,0.000002995349,0.00007782503,0.000001135699,0.00005394804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002339688,"threshold_uncertainty_score":0.004652083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006682883681058416,"score_gpt":0.2627779952018569,"score_spread":0.2560951115207984,"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."}}