{"id":"W4243091311","doi":"10.1002/9781119547174.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; Social 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003316433,0.0004541317,0.0007712701,0.0001103604,0.0001370617,0.00005855862,0.0008179758,0.000419444,0.01137713],"category_scores_gemma":[0.0000442245,0.0003030172,0.0001546867,0.0001948479,0.0007401902,0.00005127188,0.0002080025,0.0005277676,0.0001394838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006626969,"about_ca_system_score_gemma":0.00006863369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002387743,"about_ca_topic_score_gemma":0.0002722835,"domain_scores_codex":[0.9977618,0.0003758639,0.0003871963,0.0005832092,0.0004932426,0.0003986603],"domain_scores_gemma":[0.9987333,0.0002875935,0.0003913482,0.0004049721,0.0000231308,0.0001595893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001260294,0.0003554993,0.04156299,0.0006744015,0.001467869,0.00002473256,0.07384271,1.986779e-7,0.000003449166,0.02116502,0.761075,0.09970207],"study_design_scores_gemma":[0.001078701,0.0004053693,0.1903878,0.0009805028,0.0008309743,0.0000160058,0.01022081,0.000006444455,0.000004695961,0.003106416,0.7918448,0.001117546],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03011789,0.009337882,0.00002186101,0.0007023482,0.001044139,0.0004146544,0.0006646134,0.0001176128,0.957579],"genre_scores_gemma":[0.2888922,0.03652225,0.0003275433,0.00152613,0.004346563,0.0001641304,0.0003630813,0.0005745188,0.6672836],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2902954,"threshold_uncertainty_score":0.9999422,"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."}}