{"id":"W2012699192","doi":"10.1348/014466507x192023","title":"Operationalizing cognitive vulnerability and stress from the perspective of the hopelessness theory: A multi‐wave longitudinal study of children of affectively ill parents","year":2007,"lang":"en","type":"article","venue":"British Journal of Clinical Psychology","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Alliance for Research on Schizophrenia and Depression","keywords":"Psychology; Diathesis–stress model; Cognitive vulnerability; Operationalization; Multilevel model; Developmental psychology; Clinical psychology; Association (psychology); Longitudinal study; Cognition; Depressive symptoms; Psychiatry; Psychotherapist; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003419779,0.0001563976,0.0007316364,0.0000496295,0.0001440686,0.00001273138,0.0003490193,0.0001635636,0.0001256762],"category_scores_gemma":[0.001362651,0.000107806,0.0002962083,0.000200999,0.000865561,0.00006977937,0.00009686207,0.0007104282,8.30443e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001778222,"about_ca_system_score_gemma":0.00007212191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006053256,"about_ca_topic_score_gemma":0.0008128132,"domain_scores_codex":[0.9957691,0.001694296,0.001590151,0.0003700847,0.0003798685,0.0001964347],"domain_scores_gemma":[0.995226,0.002124518,0.001309153,0.000182927,0.00106801,0.00008937391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002517455,0.006769767,0.9522271,0.000008049662,0.001080465,0.00002375287,0.004455099,0.000002020666,0.00001989053,0.0007439029,0.0001269253,0.03202561],"study_design_scores_gemma":[0.006425111,0.0006196168,0.9779111,0.0004886861,0.0001566527,0.0001284151,0.01110594,5.041362e-7,0.00003125586,0.003023239,0.000006084012,0.0001034425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948263,0.001421019,0.0008798752,0.0003170988,0.001265693,0.000514517,0.000296915,0.000002793385,0.0004757968],"genre_scores_gemma":[0.9990085,0.0001709734,0.00008301636,0.0003111585,0.000387677,0.000002447258,0.00000605218,0.00001155689,0.00001863454],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03192217,"threshold_uncertainty_score":0.4396202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1201497992197282,"score_gpt":0.4453792440695237,"score_spread":0.3252294448497955,"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."}}