{"id":"W2962933257","doi":"10.22148/16.043","title":"Visual Style in Two Network Era Sitcoms","year":2019,"lang":"en","type":"article","venue":"Journal of Cultural Analytics","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Framing (construction); Style (visual arts); Computer science; Sociology; Political science; Geography; Visual arts; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006888166,0.00005465754,0.0001905606,0.00003061655,0.0001271162,0.00004776641,0.0002417747,0.00002373473,0.0001313873],"category_scores_gemma":[0.0001040903,0.00003706817,0.00009022294,0.000294796,0.00005414003,0.0002058471,0.00004217585,0.000242994,0.00002839648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009804107,"about_ca_system_score_gemma":0.00006251843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002590399,"about_ca_topic_score_gemma":0.002168621,"domain_scores_codex":[0.9990332,0.0001243899,0.0002984001,0.00004612535,0.0003221214,0.0001757648],"domain_scores_gemma":[0.9992881,0.0001107066,0.0002538871,0.000072091,0.0002084505,0.00006674958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002178554,0.0004609124,0.751902,0.00003493784,0.0004191483,0.00005902809,0.07654774,0.01956327,0.0004611683,0.0765556,0.04357783,0.0302005],"study_design_scores_gemma":[0.003756531,0.0006193025,0.1504157,0.0004323342,0.0002104931,0.0000268414,0.1600171,0.01188945,0.00004837812,0.008358775,0.6635222,0.0007027549],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9794731,0.0006534133,0.00001662633,0.005059681,0.0004435304,0.00006577827,2.239021e-7,0.000004381225,0.01428329],"genre_scores_gemma":[0.9964703,0.001173846,0.0003378678,0.000211622,0.0005948467,3.004957e-7,6.661028e-7,0.000002459042,0.001208052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6199445,"threshold_uncertainty_score":0.1511596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03048623578256494,"score_gpt":0.3704559229220717,"score_spread":0.3399696871395068,"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."}}