{"id":"W2100279836","doi":"10.1177/0306624x09336131","title":"Measuring Hope","year":2009,"lang":"en","type":"article","venue":"International Journal of Offender Therapy and Comparative Criminology","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Recidivism; Construct (python library); Psychology; Criminology; Relation (database); Population; Risk assessment; Applied psychology; Social psychology; Sociology; Computer security; Computer science","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":[0.003219647,0.0003372425,0.0004698981,0.002163968,0.0008206833,0.001537941,0.000558481,0.0006007765,0.005435972],"category_scores_gemma":[0.01336764,0.0002266007,0.001225763,0.0008323205,0.0006663945,0.00133831,0.001973897,0.001611202,0.0006275528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009596371,"about_ca_system_score_gemma":0.0007334516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008157728,"about_ca_topic_score_gemma":0.002001592,"domain_scores_codex":[0.9983033,0.0005497778,0.0002614777,0.0001417142,0.000550354,0.0001933182],"domain_scores_gemma":[0.9933586,0.001829975,0.002019616,0.0005835844,0.001164282,0.001044018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005425225,0.001260925,0.7241359,0.0008194761,0.0006166832,0.0003908713,0.0127049,0.001299856,0.002530645,0.01171115,0.01114013,0.232847],"study_design_scores_gemma":[0.00006420903,0.001517944,0.9504607,0.0003240102,0.0002269073,0.001140444,0.0122484,0.001960627,0.001790689,0.008848079,0.02127028,0.0001476996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9469008,0.001205464,0.007272224,0.0009183936,0.0001400909,0.001549063,0.002412845,0.0001039654,0.03949721],"genre_scores_gemma":[0.9851195,0.0008692989,0.008419795,0.0002046382,0.00002890564,0.0007983771,0.001174114,0.00001311814,0.003372318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005435972,"threshold_uncertainty_score":0.01818514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3653791766740568,"score_gpt":0.3813883011822123,"score_spread":0.0160091245081555,"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."}}