{"id":"W2954270065","doi":"10.22215/etd/2016-11266","title":"Case Studies in Transition: Multiplatform Publishing in Three Western Canadian Magazines","year":2016,"lang":"en","type":"dissertation","venue":"","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Publishing; Revenue; Analytics; Social media; The Internet; Digital media; Advertising; Business model; Transition (genetics); Media studies; World Wide Web; Business; Political science; Sociology; Data science; Computer science; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002465292,0.0005966889,0.0004173239,0.002829948,0.0256424,0.00755491,0.001986978,0.00233393,0.003182304],"category_scores_gemma":[0.007290771,0.0003501776,0.0003695747,0.008163234,0.008219083,0.002310947,0.003337448,0.001922126,0.0004332433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04045023,"about_ca_system_score_gemma":0.03050004,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8931288,"about_ca_topic_score_gemma":0.9613062,"domain_scores_codex":[0.9965053,0.001039419,0.0001072361,0.0002300089,0.001106068,0.001011929],"domain_scores_gemma":[0.9908903,0.003779678,0.0005778907,0.0003314377,0.002580405,0.001840317],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002150995,0.0004219443,0.03279658,0.000338347,0.00002873103,0.03334554,0.8725477,0.000562081,0.00157072,0.0128468,0.008730287,0.03659616],"study_design_scores_gemma":[0.00001969158,0.00007184425,0.01699353,0.0001475954,0.00002560249,0.002238398,0.9092972,0.0003095088,0.0009100054,0.0006532774,0.06929161,0.00004177972],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.959147,0.0008391009,0.0004171829,0.00250418,0.00005528087,0.0002089351,0.0001801775,0.00001716952,0.03663106],"genre_scores_gemma":[0.9808118,0.001540952,0.001564742,0.0007222399,0.0000304251,0.00008006693,0.0001616946,0.00002935548,0.01505875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1068712,"threshold_uncertainty_score":0.2934883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1044289513436271,"score_gpt":0.366664484070895,"score_spread":0.2622355327272679,"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."}}