{"id":"W4409830485","doi":"10.1177/07342829251335362","title":"Parental Anxiety About Children’s Education: Construct Clarification and Scale Development","year":2025,"lang":"en","type":"article","venue":"Journal of Psychoeducational Assessment","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Psychology; Construct (python library); Anxiety; Construct validity; Developmental psychology; Scale (ratio); Test validity; Rating scale; Psychometrics; Clinical psychology","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":[0.02101985,0.0005433568,0.0005446001,0.002161797,0.0004729973,0.0009531807,0.0007722151,0.0004600605,0.001567228],"category_scores_gemma":[0.03125458,0.0004026372,0.001315336,0.001488867,0.0007378496,0.0009795644,0.001417579,0.001450182,0.000267112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00089419,"about_ca_system_score_gemma":0.002122852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001940743,"about_ca_topic_score_gemma":0.005291524,"domain_scores_codex":[0.9921672,0.003104197,0.002047876,0.0003046867,0.002150274,0.0002258824],"domain_scores_gemma":[0.9769903,0.01335314,0.001998366,0.001906141,0.005306419,0.000445626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005440069,0.00119198,0.5394208,0.001097626,0.0002991409,0.000394901,0.01717878,0.001760404,0.008540913,0.00378237,0.004668774,0.4211203],"study_design_scores_gemma":[0.0002234422,0.001683778,0.9553676,0.0005924308,0.000206192,0.0007492442,0.008545172,0.008929521,0.005649309,0.002440485,0.0154978,0.0001151319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9402955,0.0009716466,0.04240285,0.0008134547,0.0001593008,0.006159563,0.001189121,0.0002860687,0.007722618],"genre_scores_gemma":[0.8252379,0.0009233269,0.1573159,0.0001158837,0.00006085816,0.01274446,0.002211234,0.00007098326,0.001319387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02101985,"threshold_uncertainty_score":0.111165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01661173310873248,"score_gpt":0.3949454279314036,"score_spread":0.3783336948226711,"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."}}