{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002969994,0.00027794,0.0004114374,0.0005184077,0.0007530106,0.0004179943,0.001287987,0.0002378322,0.0001403889],"category_scores_gemma":[0.0006712192,0.0002112239,0.0001284311,0.001458144,0.00284979,0.0002736856,0.0004599139,0.001072174,0.0001859438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001185121,"about_ca_system_score_gemma":0.0006427435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005670026,"about_ca_topic_score_gemma":0.00001915923,"domain_scores_codex":[0.9963656,0.0002272021,0.000664732,0.0006950287,0.0008745688,0.001172888],"domain_scores_gemma":[0.9958836,0.001063832,0.0001859209,0.0004875964,0.002191788,0.0001872831],"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":[0.0002309532,0.00008506785,0.004937483,0.0001099452,0.0001962525,0.000008388746,0.00398492,4.39564e-7,0.001503319,0.9066978,0.04434743,0.03789803],"study_design_scores_gemma":[0.002229374,0.0006288874,0.005953327,0.0007880126,0.00007402144,0.00003237485,0.04274989,0.0003551314,0.01132585,0.8121018,0.1231201,0.0006412024],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2338888,0.0007215763,0.001468185,0.06388293,0.001532256,0.001402399,0.000008857019,0.0002132331,0.6968818],"genre_scores_gemma":[0.9803227,0.001109531,0.0002116082,0.0001715366,0.0001534795,0.0001542464,0.000003352733,0.00003056487,0.017843],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7464339,"threshold_uncertainty_score":0.9998639,"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."}}