{"id":"W613358615","doi":"10.1080/10948007.2014.954909","title":"9. Media and Communication","year":2014,"lang":"en","type":"article","venue":"Communication Booknotes Quarterly","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Advertising; Communication; 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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002670243,0.0001456482,0.0002002161,0.0001321938,0.001621447,0.0002234715,0.001262978,0.0001542166,0.0001684419],"category_scores_gemma":[0.0009589011,0.0001622724,0.00004867744,0.0002428378,0.0008252646,0.0005849361,0.00008367701,0.0002836881,0.0001553948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008825959,"about_ca_system_score_gemma":0.0001300367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002014547,"about_ca_topic_score_gemma":0.006365017,"domain_scores_codex":[0.9968337,0.001971301,0.0003945484,0.0002086759,0.0003178803,0.0002738312],"domain_scores_gemma":[0.994555,0.002573697,0.0002444051,0.002123604,0.000286091,0.0002171836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009034602,0.00009583001,0.003016529,0.00001392766,0.00001387199,2.807196e-8,0.2550395,0.000001075533,0.00007284977,0.5251592,0.00274943,0.2138287],"study_design_scores_gemma":[0.0008812275,0.0001389923,0.03878111,0.0002005476,0.00006880898,0.000003230577,0.05020751,0.001082928,0.00007408316,0.2958626,0.6120259,0.0006730565],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3082875,0.01950856,0.0120792,0.09402057,0.0009182184,0.001635616,0.00001260842,0.001300857,0.5622369],"genre_scores_gemma":[0.9845555,0.004062488,0.009829696,0.0004792955,0.0001430541,0.0000810838,0.0001273458,0.00002051159,0.00070099],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.676268,"threshold_uncertainty_score":0.9996783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02624673413688459,"score_gpt":0.3050777749709968,"score_spread":0.2788310408341122,"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."}}