{"id":"W7011278328","doi":"","title":"Linguistic Analysis of Parent Emotion Beliefs: Longitudinal Links to Child, Parent, &amp; Family Functioning","year":2021,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Child and Adolescent Psychosocial and Emotional Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Distancing; Expressed emotion; Focus (optics); Linguistic analysis; Emotion work; Longitudinal study; Emotion classification","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00126593,0.0001399904,0.0001382338,0.0006733439,0.0005372749,0.0006804911,0.0002387258,0.0002582454,0.0013718],"category_scores_gemma":[0.00486766,0.0002080338,0.0001812566,0.0004675403,0.0002693007,0.0004749426,0.0004341862,0.0006679023,0.0002685683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003197534,"about_ca_system_score_gemma":0.0003079602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006871905,"about_ca_topic_score_gemma":0.009766784,"domain_scores_codex":[0.9997117,0.00011289,0.00001912194,0.00004306337,0.00006640387,0.00004692614],"domain_scores_gemma":[0.997731,0.0006136884,0.0009557817,0.0001302707,0.0003414222,0.0002278153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002973653,0.00006007751,0.9935687,0.000006612356,0.00001398507,0.00009258136,0.001913321,0.00002765067,0.0003107706,0.00001963022,0.00006873497,0.003888229],"study_design_scores_gemma":[6.103981e-7,0.00003907412,0.9984649,0.000005603628,0.000004972438,0.0001136917,0.001098148,0.00005512726,0.00009966124,0.00001515157,0.0001011237,0.000001906511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994999,0.00008543306,0.00005970397,0.00002895193,0.000001123312,0.000002582878,0.00005964507,0.000001520378,0.0002611931],"genre_scores_gemma":[0.9993082,0.0001006904,0.0001592267,0.00001062924,0.000001564356,0.00001254558,0.0001334353,0.000001864848,0.0002718173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006871905,"threshold_uncertainty_score":0.01366383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03342437410985016,"score_gpt":0.2778185211078582,"score_spread":0.244394146998008,"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."}}