{"id":"W4250130591","doi":"10.1002/9781118970843.ch217","title":"Hopelessness","year":2020,"lang":"en","type":"other","venue":"The Wiley Encyclopedia of Personality and Individual Differences","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Vulnerability (computing); Construct (python library); Cognition; Clinical psychology; Developmental psychology; Psychiatry; 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":[0.0009344349,0.0002771074,0.0003163944,0.001116468,0.0006794879,0.001555214,0.0004619203,0.0004099036,0.05058665],"category_scores_gemma":[0.005816906,0.00009563526,0.0004163189,0.000916047,0.0005320518,0.0009097258,0.001240529,0.001126477,0.006934486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009880461,"about_ca_system_score_gemma":0.0009189695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001259138,"about_ca_topic_score_gemma":0.003696462,"domain_scores_codex":[0.9994963,0.0001229547,0.00004183242,0.00003804863,0.000232861,0.00006795967],"domain_scores_gemma":[0.9988565,0.0003189884,0.0002064466,0.00009807649,0.0002636944,0.0002561263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001323822,0.000160415,0.02982284,0.0009015487,0.00007613025,0.00026176,0.004888447,0.0001392669,0.0004037612,0.05778036,0.2905139,0.6149192],"study_design_scores_gemma":[0.0000356173,0.0002094995,0.1272955,0.001606386,0.00007411824,0.002573198,0.004067503,0.0001774821,0.000398595,0.02411047,0.8394006,0.00005104123],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08007044,0.02493252,0.00655742,0.009560244,0.001174951,0.0009992718,0.01007872,0.0005711419,0.8660552],"genre_scores_gemma":[0.6005391,0.04519866,0.01134185,0.005036845,0.0005251176,0.001032037,0.01002109,0.000180493,0.3261248],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05058665,"threshold_uncertainty_score":0.1692292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03341105061366071,"score_gpt":0.2766893581049216,"score_spread":0.2432783074912609,"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."}}