{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002131456,0.0001543809,0.0003113324,0.0002450888,0.00006293382,0.00004758385,0.0003704467,0.00008827371,0.0004541781],"category_scores_gemma":[0.00001179646,0.0001261409,0.0001056488,0.00003973223,0.0001184658,0.0001833659,0.00001910961,0.0003066013,0.00002750041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003467808,"about_ca_system_score_gemma":0.00003452545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008907271,"about_ca_topic_score_gemma":0.000001232778,"domain_scores_codex":[0.9988339,0.0001653771,0.0004039588,0.0001706292,0.0002294272,0.0001966912],"domain_scores_gemma":[0.9990221,0.0001276418,0.0002854794,0.0001026112,0.0003853128,0.00007681982],"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":[0.005300012,0.001333844,0.005174472,0.000003785916,0.002674254,0.0007502274,0.04469663,0.0002071047,0.01241822,0.2995381,0.008597126,0.6193062],"study_design_scores_gemma":[0.01788199,0.00656076,0.6936167,0.0001679417,0.0001538289,0.007139585,0.01257907,0.0002579068,0.0204525,0.1047891,0.1352962,0.001104381],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9467748,0.003300206,0.002201423,0.002570118,0.002091149,0.00006991894,0.000001676988,0.00001544785,0.04297529],"genre_scores_gemma":[0.9961428,0.000541785,0.0004243673,0.001940635,0.0005465678,0.000001768629,0.000001637522,0.000005859544,0.0003946027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6884422,"threshold_uncertainty_score":0.5143876,"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."}}