{"id":"W2937392219","doi":"10.11575/prism/36335","title":"Meeting the Challenge of Rapid Change in Media Industries: A Case Study in Media Programs at Canadian Colleges, Polytechnics, and Universities","year":2019,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01155458,0.0009010049,0.0007575058,0.003099136,0.05104515,0.009586205,0.005509233,0.005354885,0.00295446],"category_scores_gemma":[0.01953496,0.0009035178,0.000658127,0.005180079,0.01230368,0.003812154,0.007271085,0.00601309,0.0003657553],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0517921,"about_ca_system_score_gemma":0.07169368,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6629298,"about_ca_topic_score_gemma":0.8897294,"domain_scores_codex":[0.9795885,0.008910357,0.0003364151,0.000801207,0.002999506,0.007363969],"domain_scores_gemma":[0.9772657,0.007997284,0.001710297,0.0005716875,0.003217594,0.009237492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009856202,0.001003715,0.02967309,0.0002102885,0.00001439671,0.01377712,0.9259621,0.0002717129,0.0008584448,0.004594626,0.0032807,0.02025524],"study_design_scores_gemma":[0.000008228465,0.0001098916,0.005422083,0.0000827456,0.000007204033,0.0006894207,0.982546,0.0001981262,0.0002191276,0.0001578418,0.01053908,0.00002024742],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877239,0.0002970764,0.0005697387,0.004276773,0.000053353,0.000226086,0.00003070823,0.00001255683,0.006809704],"genre_scores_gemma":[0.9922902,0.0007329856,0.001216167,0.001231866,0.00004574083,0.00009642271,0.00002389098,0.00001682694,0.004345833],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9482079,"threshold_uncertainty_score":0.6781105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0769664720118105,"score_gpt":0.347856873881965,"score_spread":0.2708904018701545,"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."}}