{"id":"W7147107890","doi":"10.29173/bluejay6416","title":"A Wild Sign of Hope","year":2025,"lang":"","type":"article","venue":"Blue Jay","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005658063,0.0003346267,0.0006223338,0.0002991595,0.0001445453,0.00004800265,0.0005205785,0.0004532609,0.002789731],"category_scores_gemma":[0.0001083488,0.0003532876,0.0002843688,0.00071394,0.0002390111,0.00007700868,0.0001561978,0.0004495267,0.0008644864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004777562,"about_ca_system_score_gemma":0.0002220219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002478242,"about_ca_topic_score_gemma":0.00002054147,"domain_scores_codex":[0.997431,0.0003456464,0.0007591542,0.0006396076,0.000205053,0.0006195462],"domain_scores_gemma":[0.9981696,0.0003675267,0.0002427578,0.0009798064,0.0001144196,0.0001258683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00177241,0.003677796,0.01413613,0.001415905,0.002436424,0.0002899698,0.04819,0.0009122867,0.00741376,0.1775977,0.3375105,0.4046472],"study_design_scores_gemma":[0.006478248,0.000923992,0.01958646,0.001236181,0.0007432454,0.00002161704,0.005320319,0.0008034893,0.0112446,0.005140276,0.9474621,0.001039503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2234979,0.005375789,0.002339229,0.002246888,0.004428729,0.0006588252,0.00002760856,0.00006809502,0.761357],"genre_scores_gemma":[0.9313107,0.0005075551,0.0004266218,0.001613853,0.0003231719,0.00002495586,0.000006044939,0.0000406462,0.06574647],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7078128,"threshold_uncertainty_score":0.9999135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01105200007999372,"score_gpt":0.2949031658451874,"score_spread":0.2838511657651936,"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."}}