{"id":"W7020132648","doi":"","title":"Journalism in Crisis: Bridging Theory and Practice for Democratic Media Strategies in Canada","year":2023,"lang":"en","type":"article","venue":"Project Muse (Johns Hopkins University)","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Bridging (networking); Journalism; Democracy; Democratic theory; News media; Citizen journalism; Media ethics; Media relations","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":[],"consensus_categories":[],"category_scores_codex":[0.001402632,0.00007655275,0.0001347098,0.001594372,0.0003125132,0.00004905682,0.0002424312,0.00003964932,0.000003515804],"category_scores_gemma":[0.001214009,0.0000837046,0.00001998554,0.004008878,0.00006161689,0.0006177436,0.00009742983,0.0001477536,6.601109e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004945559,"about_ca_system_score_gemma":0.002064795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9868437,"about_ca_topic_score_gemma":0.9988844,"domain_scores_codex":[0.9985749,0.000692086,0.0001229549,0.0001496731,0.0001833148,0.0002770618],"domain_scores_gemma":[0.9975718,0.002099506,0.00008506393,0.0001194738,0.00007512308,0.0000490144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000558794,0.0001359026,0.004673434,0.0001357081,0.0001238744,0.0004594854,0.6186731,0.0001848992,0.000005560989,0.2878255,0.003162377,0.08406129],"study_design_scores_gemma":[0.0004231666,0.00001294302,0.0008039334,0.00004034636,0.00002165112,0.000001055678,0.5048478,0.0001886965,0.00000205073,0.0001948492,0.4933621,0.0001014641],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6431787,0.00007101906,0.000584773,0.02551792,0.0005423712,0.001401842,0.00002876457,0.0001097206,0.3285649],"genre_scores_gemma":[0.8458725,0.1537237,0.0001863698,0.0001490959,0.0000437605,0.000005769,0.000004375893,0.000005959927,0.00000844346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4901997,"threshold_uncertainty_score":0.3662857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03378962895554014,"score_gpt":0.2867542463223481,"score_spread":0.2529646173668079,"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."}}