{"id":"W2183421766","doi":"","title":"The Survival of Malaysia's National Television Within a Changing Mediascape","year":2011,"lang":"en","type":"article","venue":"˜The œinnovation journal","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public broadcasting; Aside; Broadcasting (networking); Competition (biology); Advertising; Telecommunications; Government (linguistics); Commercial broadcasting; Political science; Terrestrial television; Cable television; Business; Media studies; Digital television; Engineering; Sociology; Digital broadcasting; Computer science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00426707,0.00006495132,0.00009057728,0.0001141945,0.001470133,0.00004663854,0.0002578055,0.00004344398,0.00009693637],"category_scores_gemma":[0.0005382664,0.0000339051,0.00004385463,0.001007502,0.0002817032,0.0001551142,0.00003242507,0.0002162006,0.00001102358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000032488,"about_ca_system_score_gemma":0.0002446758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001532699,"about_ca_topic_score_gemma":0.0001665612,"domain_scores_codex":[0.9984612,0.0001568904,0.0003375769,0.00006698502,0.000775624,0.0002017369],"domain_scores_gemma":[0.9983732,0.0001639362,0.0003888062,0.00006324574,0.0009778567,0.00003301771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005721136,0.00005422253,0.004884563,0.000005333295,0.0001325679,0.000004093031,0.2707654,0.000008481938,0.0005157043,0.6683607,0.01231868,0.04289305],"study_design_scores_gemma":[0.001062454,0.000164086,0.03152251,0.0001374049,0.00007067636,0.0000560558,0.4546653,0.0002311461,0.0009102129,0.06454845,0.4462518,0.0003798748],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3730473,0.001267998,0.009734177,0.03669421,0.01124018,0.0008532798,0.00001069825,0.0001028166,0.5670493],"genre_scores_gemma":[0.9965968,0.0001158964,0.0002867807,0.0002056737,0.001132563,0.000005659252,0.00000109768,0.000005279016,0.001650247],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6235495,"threshold_uncertainty_score":0.9998298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06005788073838495,"score_gpt":0.3097852002816436,"score_spread":0.2497273195432586,"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."}}