{"id":"W4321387616","doi":"10.52214/gsjp.v7i.10791","title":"The Development of Cognitive Vulnerability to Hopelessness Depression","year":2005,"lang":"en","type":"article","venue":"Graduate Student Journal of Psychology","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Vulnerability (computing); Depression (economics); Psychology; Cognitive vulnerability; Cognition; Cognitive psychology; Neuroscience; Depressive symptoms; Computer security; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005366402,0.0001999753,0.0001815456,0.0007788449,0.0004480016,0.0009999779,0.0002052033,0.0002719658,0.0007926131],"category_scores_gemma":[0.003264203,0.0002709874,0.0003088311,0.0002232022,0.0007824778,0.0003587568,0.001032212,0.001303496,0.00005144275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006784303,"about_ca_system_score_gemma":0.0006417414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0031474,"about_ca_topic_score_gemma":0.004987908,"domain_scores_codex":[0.9997271,0.00005749847,0.00001448011,0.00003589717,0.0000887559,0.00007617963],"domain_scores_gemma":[0.9983165,0.0002585773,0.0009289579,0.00007503974,0.0001302107,0.0002907144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001050413,0.0001558658,0.9726782,0.0000237394,0.00003527788,0.001211998,0.007503006,0.00007654671,0.004571143,0.00091927,0.0001896285,0.01253032],"study_design_scores_gemma":[0.000002338539,0.00006152373,0.996399,0.00001467288,0.00000813699,0.0009420849,0.001552619,0.00007042519,0.0004092285,0.0003239966,0.0002100866,0.000005902339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992557,0.00006822615,0.00004094859,0.00008364163,0.000002068658,0.00000208346,0.00001169266,0.000002333511,0.000533328],"genre_scores_gemma":[0.9996926,0.0001052134,0.00009081398,0.00001148883,0.000001404948,0.000002133979,0.00001527697,7.938661e-7,0.000080274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0031474,"threshold_uncertainty_score":0.00625813,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05860028884313443,"score_gpt":0.42416555997334,"score_spread":0.3655652711302056,"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."}}