{"id":"W4248327916","doi":"10.1111/rati.12310","title":"Controlling hope","year":2021,"lang":"en","type":"article","venue":"Ratio","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Toronto Metropolitan University","funders":"","keywords":"Control (management); Epistemology; Psychology; Sociology; Philosophy; Computer science; Artificial intelligence","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":[0.00331157,0.0003006158,0.0002048244,0.0006440899,0.001179924,0.003419054,0.000571234,0.0007024133,0.006349424],"category_scores_gemma":[0.009660658,0.0001647684,0.0003895108,0.0003457956,0.009408478,0.00277551,0.002993413,0.001685369,0.0003714897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00153474,"about_ca_system_score_gemma":0.001112564,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001387804,"about_ca_topic_score_gemma":0.001577156,"domain_scores_codex":[0.9977616,0.001205358,0.00007014252,0.0002450013,0.0004086712,0.0003091314],"domain_scores_gemma":[0.9942284,0.002297723,0.001275059,0.001088373,0.0004631497,0.0006472534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001045096,0.0000785635,0.006988965,0.0001106407,0.00004242462,0.0001417424,0.007341577,0.0009475844,0.0009108903,0.9470841,0.002758783,0.03349027],"study_design_scores_gemma":[0.0001011277,0.0003225566,0.01613016,0.0004032596,0.0001015178,0.0003401323,0.007221256,0.00281432,0.002393851,0.8814399,0.0886616,0.00007038483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2748214,0.002581275,0.05973274,0.01676368,0.0004013893,0.0001422185,0.0002169101,0.0001774813,0.6451628],"genre_scores_gemma":[0.9953434,0.000331424,0.0008538564,0.0003527513,0.00004806981,0.00001920946,0.00001896822,0.00001118757,0.003021225],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006349424,"threshold_uncertainty_score":0.02124089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0153927993915802,"score_gpt":0.2937104179092143,"score_spread":0.2783176185176341,"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."}}