{"id":"W4361756611","doi":"10.2139/ssrn.4393346","title":"The Role of Time-shifting in Serial Drama Viewing: Implications for Drama Producers and Advertisers","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Theatre and Performance Studies","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Drama; Advertising; Business; Art; Literature","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0008571994,0.00007947619,0.0001232318,0.00006977106,0.0007644137,0.00007287004,0.0001181357,0.00001818843,0.000008394396],"category_scores_gemma":[0.00003803072,0.00005438842,0.00005416233,0.00006557261,0.0001023245,0.0001389526,0.00002817305,0.0002831152,0.00000667737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000838062,"about_ca_system_score_gemma":0.0002651974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000626499,"about_ca_topic_score_gemma":0.002617263,"domain_scores_codex":[0.9988,0.00002300117,0.0002169897,0.00009626096,0.00006210084,0.0008016242],"domain_scores_gemma":[0.999652,0.00009433617,0.00009208061,0.00008152396,0.00006072986,0.00001933424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002204569,0.00003871195,0.00983919,0.00003496922,0.000294881,1.88642e-7,0.05917861,0.00007369887,0.001416866,0.5800675,0.0008033764,0.3480316],"study_design_scores_gemma":[0.00140277,0.0006414306,0.005299093,0.00008630114,0.00009127709,0.00002721281,0.08943021,0.0005219989,0.0003146548,0.6261772,0.2756899,0.0003179798],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857965,0.004917517,0.000008031187,0.00411381,0.0001989882,0.0002880625,0.00001268186,0.00003231937,0.004632086],"genre_scores_gemma":[0.9933453,0.004003316,0.000004799319,0.00001760187,0.0005350507,0.00002828785,0.000003688893,0.00001296748,0.002048983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3477136,"threshold_uncertainty_score":0.587933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01299160334123842,"score_gpt":0.2394416037368402,"score_spread":0.2264500003956018,"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."}}