{"id":"W2215388768","doi":"10.82308/34496","title":"Accountability and the CRTC: an evaluation of the Canadian commercial radio licence renewal process (1997-2007)","year":2010,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Accountability; Commission; Context (archaeology); Transparency (behavior); Normative; Public broadcasting; Radio broadcasting; Public relations; Broadcasting (networking); Radio program; Political science; Business; Telecommunications; Advertising; Law; Engineering; Computer science","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":[0.009645182,0.0003359579,0.0004770047,0.0001019921,0.006940639,0.0001494804,0.001729595,0.0007114053,0.0001757529],"category_scores_gemma":[0.003868945,0.0002416065,0.0001615074,0.0005657267,0.0009436472,0.0005394621,0.0001058645,0.001511362,0.000008146207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008230187,"about_ca_system_score_gemma":0.001175518,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4538208,"about_ca_topic_score_gemma":0.9927754,"domain_scores_codex":[0.993896,0.002641074,0.0006120823,0.0005368771,0.001821245,0.0004927111],"domain_scores_gemma":[0.9955983,0.0005101227,0.0007147267,0.001154248,0.001731601,0.0002910657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0008081914,0.0005009985,0.003262435,0.0003503476,0.0003494228,0.000001102913,0.01993791,0.00002741925,0.0006957003,0.3472906,0.00006120739,0.6267146],"study_design_scores_gemma":[0.008649996,0.000327674,0.212936,0.001261882,0.003848522,0.00001156356,0.1251563,0.0006053498,0.007534069,0.3483048,0.2876761,0.003687717],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9110281,0.0004167704,5.211287e-9,0.0006691508,0.001874612,0.001654055,0.0002388341,0.00003212564,0.08408636],"genre_scores_gemma":[0.9982675,0.0003569481,0.00002909576,0.00027993,0.0001515045,0.0003209111,0.0002065224,0.00003557054,0.0003520476],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6230269,"threshold_uncertainty_score":0.9943522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04212025270568075,"score_gpt":0.3342841038626632,"score_spread":0.2921638511569824,"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."}}