{"id":"W4388940124","doi":"10.32920/24624657.v1","title":"Philosophy of Hope","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Value (mathematics); Epistemology; Set (abstract data type); Virtue; Natural (archaeology); Philosophy; Computer science; History","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":[0.004042739,0.0004820141,0.0003777983,0.001170411,0.0036975,0.005557652,0.0007405473,0.002636078,0.007130642],"category_scores_gemma":[0.003970776,0.0002644211,0.0006298837,0.0008698592,0.02332933,0.006237844,0.003237706,0.005232963,0.001811815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005570757,"about_ca_system_score_gemma":0.003550526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00247786,"about_ca_topic_score_gemma":0.001719499,"domain_scores_codex":[0.996461,0.002122959,0.0001146401,0.0003868113,0.0006360382,0.0002786271],"domain_scores_gemma":[0.9981548,0.0008469463,0.0001711803,0.0002455007,0.0003092824,0.0002722091],"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":[0.000002557129,0.000003322585,0.00004039557,0.00001980119,0.000001685645,0.00001017234,0.0006584898,0.00004563836,0.00001660562,0.9930998,0.003950006,0.002151501],"study_design_scores_gemma":[0.000007084681,0.000009565374,0.0001711964,0.00008818463,0.000002904186,0.0000634146,0.0005980213,0.000185262,0.00004055423,0.8910611,0.1077668,0.000005919168],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008377423,0.0198444,0.03701599,0.0819524,0.001214289,0.0000936159,0.0002063666,0.0001297191,0.8511658],"genre_scores_gemma":[0.8262966,0.01981074,0.01878477,0.02410796,0.002050795,0.0003635278,0.0002156396,0.0001599833,0.10821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007130642,"threshold_uncertainty_score":0.04041886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06551960153386735,"score_gpt":0.3431914587242225,"score_spread":0.2776718571903551,"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."}}