{"id":"W4417035633","doi":"10.1016/j.actpsy.2025.106028","title":"Psychometric evaluation of the Chinese Snyder Dispositional Hope Scale and Adaptability Scale among Chinese EFL college students","year":2025,"lang":"en","type":"article","venue":"Acta Psychologica","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Key Research Institute of Humanities and Social Sciences in Sichuan Province","keywords":"Adaptability; Scale (ratio); Reliability (semiconductor); Psychological intervention; Cognition; Validity","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002030252,0.0003388018,0.0004411353,0.0003138992,0.0003313407,0.00005458179,0.0008026317,0.0002926716,0.001321628],"category_scores_gemma":[0.0002396591,0.0002132619,0.0002033266,0.002327356,0.0004603518,0.0001832675,0.0002302076,0.0003823102,0.00002551586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007251116,"about_ca_system_score_gemma":0.00003955717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008661158,"about_ca_topic_score_gemma":0.0001208381,"domain_scores_codex":[0.9966404,0.0007126397,0.0005987698,0.000829471,0.0008329854,0.0003856668],"domain_scores_gemma":[0.9979821,0.0002912764,0.0002606461,0.001076679,0.0002811925,0.0001080391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000280206,0.001339596,0.9882345,0.00001852044,0.0001289677,8.493678e-7,0.0006720501,0.0000152287,0.0003539296,0.0001373057,0.003291948,0.00552692],"study_design_scores_gemma":[0.002808324,0.0001177251,0.992319,0.00004481171,0.0001306721,0.000008794325,0.0002621258,0.0001570577,0.00001323226,0.003741343,0.0001869691,0.0002099688],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.896785,0.0004544583,0.00004612446,0.0009077937,0.001608388,0.001185737,0.00006753846,0.00005191789,0.098893],"genre_scores_gemma":[0.9972615,0.00005389107,0.000147937,0.0005377472,0.0001100121,0.0001895165,0.00001821684,0.00002061115,0.001660594],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1004764,"threshold_uncertainty_score":0.9995913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01634532031130209,"score_gpt":0.3580847474337152,"score_spread":0.3417394271224131,"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."}}