{"id":"W798665663","doi":"10.1007/s10608-015-9703-7","title":"Measuring Beliefs About Distraction: Might the Function of Distraction Matter More than Distraction Itself?","year":2015,"lang":"en","type":"article","venue":"Cognitive Therapy and Research","topic":"Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes","field":"Psychology","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"Canadian Institutes of Health Research; Canadian Psychological Association; Concordia University","keywords":"Distraction; Psychology; Exploratory factor analysis; Cognition; Construct (python library); Confirmatory factor analysis; Anxiety; Clinical psychology; Construct validity; Developmental psychology; Psychometrics; Cognitive psychology; Psychiatry; Structural equation modeling","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001679798,0.0002883306,0.0002643941,0.0003849392,0.0006306182,0.0001357361,0.0002040317,0.0002426796,0.0008978125],"category_scores_gemma":[0.0003271464,0.000196189,0.0001118181,0.0009865491,0.0007794886,0.0004909704,0.00006222028,0.0008584897,0.0003452711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009926807,"about_ca_system_score_gemma":0.00008434173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003065585,"about_ca_topic_score_gemma":0.00002889171,"domain_scores_codex":[0.9966925,0.0007994075,0.0003783068,0.0006712097,0.0009445593,0.0005140452],"domain_scores_gemma":[0.9965111,0.0009882628,0.0002581695,0.0003276816,0.00170114,0.000213624],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.007993286,0.002447975,0.2935338,0.0001117185,0.0009607362,0.00002186193,0.008022382,0.000001896764,0.003059349,0.0003664172,0.007554299,0.6759263],"study_design_scores_gemma":[0.002259349,0.0006395493,0.9517977,0.0001402799,0.00006733846,0.00005334755,0.01501623,0.000004549591,0.004391275,0.001401894,0.0239936,0.0002349475],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9551505,0.01181613,0.002495591,0.001293842,0.001479392,0.0009955221,0.0001166198,0.00006952223,0.02658287],"genre_scores_gemma":[0.9864838,0.009371768,0.00001240304,0.00009541491,0.0008212323,0.0003006795,0.000115197,0.0000476342,0.002751855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6756914,"threshold_uncertainty_score":0.9830417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2740136102482157,"score_gpt":0.4361004207333824,"score_spread":0.1620868104851667,"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."}}