{"id":"W7111031054","doi":"10.2139/ssrn.5893263","title":"The Socially Fragile Power of Hope","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Power (physics); Jurisprudence; Cognition; Action (physics); Social power","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":[0.002787011,0.0002227045,0.0004451191,0.000889815,0.001808587,0.00428499,0.0003921483,0.001165975,0.003597229],"category_scores_gemma":[0.007177242,0.0001988283,0.0002328622,0.0006833627,0.01217566,0.002807092,0.003557859,0.002653385,0.0001536163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001047821,"about_ca_system_score_gemma":0.001088749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008211871,"about_ca_topic_score_gemma":0.001122618,"domain_scores_codex":[0.9981669,0.001044666,0.00004849548,0.0001566009,0.0003466432,0.0002366375],"domain_scores_gemma":[0.9944636,0.003092956,0.000899355,0.0005903906,0.0002798884,0.0006738332],"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":[0.0001653563,0.00008748711,0.01130677,0.0001037391,0.00013714,0.0003307307,0.008567085,0.0007481807,0.000478088,0.9504467,0.002160693,0.02546802],"study_design_scores_gemma":[0.00003324354,0.00004763767,0.01206815,0.00005109606,0.00002974325,0.0001818164,0.003862217,0.0004942631,0.0001226889,0.97776,0.005327232,0.00002181891],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5806836,0.00728907,0.01491774,0.07368536,0.0004524734,0.00003760465,0.0002328434,0.00004732093,0.3226539],"genre_scores_gemma":[0.998726,0.0003577569,0.0001972439,0.0002111413,0.00005423131,0.000006128804,0.000008051921,0.000003584274,0.0004358756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00428499,"threshold_uncertainty_score":0.01473927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006642249953424655,"score_gpt":0.286930448786404,"score_spread":0.2802881988329793,"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."}}