{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002382695,0.0002272215,0.0004811584,0.0001988029,0.0002796209,0.000030115,0.0007245762,0.0001188073,0.0001888481],"category_scores_gemma":[0.000131551,0.0001526307,0.0001629694,0.0002598496,0.0001726285,0.00009274756,0.0001297179,0.0005171375,0.0001482668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005804296,"about_ca_system_score_gemma":0.00007054861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005052286,"about_ca_topic_score_gemma":0.00006444936,"domain_scores_codex":[0.9968428,0.0005308044,0.0013,0.0003338845,0.000519774,0.0004727204],"domain_scores_gemma":[0.9977157,0.0004986092,0.0006835772,0.0003633619,0.0005388326,0.0001999254],"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":[0.002154994,0.002063427,0.0598824,0.00001368445,0.0008155007,0.00005841506,0.07714347,0.0001037752,0.0009790253,0.0005680338,0.005333922,0.8508834],"study_design_scores_gemma":[0.003800904,0.0006869586,0.9678963,0.0001683782,0.0001136739,0.0001790042,0.01143076,0.000002733394,0.002127498,0.000594959,0.01269375,0.0003050254],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9719757,0.0005270471,0.00681654,0.001676065,0.002078605,0.0003176461,0.0000027222,0.0000123897,0.0165933],"genre_scores_gemma":[0.9968511,0.00008830628,0.001777205,0.0005390082,0.000380356,0.00002144026,0.000001490581,0.00002495087,0.0003161031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9080139,"threshold_uncertainty_score":0.6224101,"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."}}