{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001646129,0.0001790923,0.0002652468,0.0001171707,0.0002621791,0.0001570741,0.0001310994,0.00009381142,0.001039393],"category_scores_gemma":[0.00004938593,0.0001001783,0.00004710979,0.00002410271,0.00007816643,0.00003730772,0.00001625889,0.0002044193,0.0001999774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008262423,"about_ca_system_score_gemma":0.00007229075,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00366815,"about_ca_topic_score_gemma":0.05727659,"domain_scores_codex":[0.9990566,0.00002116023,0.000257836,0.0002357453,0.0002666783,0.0001619942],"domain_scores_gemma":[0.9992326,0.0002858072,0.00009314122,0.0002145469,0.0000971653,0.00007669938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000251434,0.00006535954,0.0001444141,0.0009781979,0.0001947383,0.00001138523,0.4108238,6.221347e-7,0.0002054005,0.1950468,0.2862588,0.106019],"study_design_scores_gemma":[0.00009461712,0.0004893267,0.004229072,0.0009033302,0.00008602647,2.206728e-7,0.1076356,0.000007464525,0.0007106748,0.005263168,0.8803236,0.0002568759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8725271,0.004239899,1.250032e-7,0.002328262,0.003806452,0.0004162857,0.0001480113,0.00005999373,0.1164739],"genre_scores_gemma":[0.3546629,0.01851769,0.00008058934,0.004043878,0.005312198,0.0001950903,0.001124675,0.0001057566,0.6159573],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5940647,"threshold_uncertainty_score":0.9998738,"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."}}