{"id":"W4413838382","doi":"10.24908/iqurcp19771","title":"The Construct of Hope","year":2025,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"SR Research (Canada)","funders":"","keywords":"Construct (python library); Epistemology; Computer science; Philosophy; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.003637597,0.0004208427,0.0004480699,0.001989241,0.002835521,0.006107497,0.000781496,0.001228908,0.003549049],"category_scores_gemma":[0.008451923,0.0002423211,0.0005064621,0.001291675,0.01719263,0.005858778,0.006163098,0.003903345,0.0004746466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002577465,"about_ca_system_score_gemma":0.002346711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001440557,"about_ca_topic_score_gemma":0.001476444,"domain_scores_codex":[0.9966727,0.002069472,0.0001416184,0.0002430595,0.0005409255,0.000332068],"domain_scores_gemma":[0.9929903,0.003074116,0.001423941,0.0005365159,0.0005738809,0.001401258],"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":[0.00007931989,0.00009803689,0.01259625,0.0007246116,0.000101985,0.0004851996,0.07296057,0.000392135,0.0007693738,0.7947241,0.01438133,0.1026871],"study_design_scores_gemma":[0.00004732432,0.0003259213,0.02935389,0.002578707,0.00009955753,0.002697863,0.08123951,0.000922544,0.0005633265,0.5270455,0.354937,0.0001888629],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3031047,0.06415058,0.06884146,0.08621543,0.002664855,0.0004733387,0.0006664723,0.0002799561,0.4736032],"genre_scores_gemma":[0.9818289,0.008075526,0.003300525,0.003017921,0.0002570793,0.00008630597,0.00009644274,0.00002005513,0.003317293],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006107497,"threshold_uncertainty_score":0.0192377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06887460200189678,"score_gpt":0.4082460698961031,"score_spread":0.3393714678942064,"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."}}