{"id":"W4360824203","doi":"10.1117/12.2669489","title":"The causes of major depressive disorder","year":2023,"lang":"en","type":"article","venue":"","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Vulnerability (computing); Depression (economics); Cognitive vulnerability; Psychology; Major depressive disorder; Cognition; Mental health; Psychiatry; Clinical psychology; Depressive symptoms; Computer security","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":[0.0001149174,0.0001262072,0.0001896919,0.0003333439,0.0002747458,0.0002962569,0.0001587137,0.0002568746,0.003993401],"category_scores_gemma":[0.0007320062,0.00008169863,0.0001790512,0.0004935963,0.000124523,0.0001413099,0.0003148306,0.000423689,0.0006134216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003550556,"about_ca_system_score_gemma":0.0003520504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00295698,"about_ca_topic_score_gemma":0.00619594,"domain_scores_codex":[0.9998515,0.00002889643,0.00001849641,0.00001983164,0.00005352839,0.00002779836],"domain_scores_gemma":[0.9998535,0.00002305897,0.00006251936,0.000006505459,0.00002384448,0.00003052249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001263057,0.0001587,0.6728068,0.001034431,0.0001919701,0.005319865,0.0007675106,0.0001268406,0.00189296,0.005109292,0.03341569,0.2790497],"study_design_scores_gemma":[0.00002050745,0.00009485725,0.9166086,0.0005102193,0.00008824382,0.0176677,0.0008531846,0.00014357,0.0003369624,0.001818798,0.0618471,0.00001025636],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4978237,0.369583,0.001847711,0.01795944,0.001978008,0.0002670085,0.003691203,0.0001230986,0.1067268],"genre_scores_gemma":[0.9101717,0.07806458,0.0007622459,0.001695131,0.0006272208,0.0000460953,0.0008878203,0.00001210085,0.00773298],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003993401,"threshold_uncertainty_score":0.01335925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02037923327901898,"score_gpt":0.2987116898164228,"score_spread":0.2783324565374038,"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."}}