{"id":"W4402911762","doi":"10.24124/2024/59546","title":"The lifestyle and values of families portrayed on television: Changes from 1960 to 2010","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Media Influence and Health","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"History; Advertising; Psychology; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003493686,0.0001451756,0.0001193891,0.001106403,0.0006766433,0.001008076,0.0001889696,0.0002316431,0.002335752],"category_scores_gemma":[0.001434632,0.0001166356,0.0001515213,0.001363742,0.0005291717,0.0006765173,0.0005886228,0.0005269643,0.0003210681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001282251,"about_ca_system_score_gemma":0.0003866538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05331594,"about_ca_topic_score_gemma":0.103183,"domain_scores_codex":[0.9998111,0.0000430355,0.00001340858,0.00003250871,0.00005160376,0.00004828728],"domain_scores_gemma":[0.9991671,0.0001075188,0.0003600359,0.00002595677,0.0002194635,0.0001198655],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002847878,0.0002049568,0.8717713,0.0001944174,0.00005365266,0.0003836451,0.06011992,0.0001298021,0.002043665,0.0005203618,0.003376865,0.06091655],"study_design_scores_gemma":[0.000001605057,0.0000450011,0.9710994,0.00005446069,0.00001269126,0.0001327006,0.02279775,0.0000381035,0.0001790704,0.00002649276,0.005605993,0.000006824535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994592,0.0002922844,0.00003871015,0.0001376428,0.000009602089,0.00001008953,0.001097703,0.000003055508,0.003818863],"genre_scores_gemma":[0.9962328,0.0009511478,0.0001222672,0.0001038143,0.00001672718,0.00003011429,0.0008412818,0.000003695552,0.001698183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05331594,"threshold_uncertainty_score":0.1060112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03010928854036085,"score_gpt":0.2883209849185524,"score_spread":0.2582116963781915,"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."}}