{"id":"W4389143106","doi":"10.17645/mac.7562","title":"Google’s Influence on Global Business Models in Journalism: An Analysis of Its Innovation Challenge","year":2023,"lang":"en","type":"article","venue":"Media and Communication","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Journalism; Revenue; Business model; Technical Journalism; Public relations; Competition (biology); Business; Government (linguistics); Marketing; Profit (economics); Product (mathematics); Economics; Political science; Advertising; Accounting","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.009699408,0.0002428994,0.0005148663,0.005023289,0.003209912,0.0167321,0.0007418515,0.001458658,0.003729287],"category_scores_gemma":[0.03828601,0.0002285198,0.0004333939,0.006487962,0.00562423,0.00744654,0.005928362,0.002123433,0.00066417],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004480417,"about_ca_system_score_gemma":0.003285551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006202159,"about_ca_topic_score_gemma":0.006377244,"domain_scores_codex":[0.9878918,0.005194503,0.0003916876,0.0007374641,0.004380291,0.001404232],"domain_scores_gemma":[0.9255757,0.05286578,0.008794451,0.002158316,0.005905211,0.004700561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009028493,0.0003789407,0.430629,0.001080432,0.0001646288,0.002151872,0.3070325,0.001177541,0.00392698,0.1471905,0.01281173,0.0925531],"study_design_scores_gemma":[0.00008714497,0.0003864978,0.5026888,0.0006581352,0.0001274396,0.0009805746,0.2993033,0.002573042,0.001495958,0.01660742,0.1748964,0.0001952656],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9098135,0.0006100214,0.000604579,0.002425993,0.00009895445,0.00005057696,0.0001806075,0.00002356845,0.08619215],"genre_scores_gemma":[0.9973879,0.0001814078,0.0001963723,0.0001825829,0.00008924749,0.00003233607,0.00006920718,0.00002877387,0.001832076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0167321,"threshold_uncertainty_score":0.05129594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09284105683995103,"score_gpt":0.3632697451369866,"score_spread":0.2704286882970355,"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."}}