{"id":"W4232765197","doi":"10.32920/ryerson.14649870","title":"Citizen videojournalism in professional online news media as a vehicle for democracy","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Journalism; Citizen journalism; Technical Journalism; Citizen media; Public relations; Political science; News media; Mainstream; Democracy; Politics; Sociology; Law","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":[0.009057387,0.0002326006,0.0001292324,0.0009267097,0.004435988,0.01281974,0.0007545135,0.001837703,0.004756843],"category_scores_gemma":[0.01169966,0.0001784722,0.0002331556,0.0007674456,0.009290431,0.008595081,0.004611717,0.002463141,0.0008708225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00262127,"about_ca_system_score_gemma":0.003564165,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002515057,"about_ca_topic_score_gemma":0.00405218,"domain_scores_codex":[0.9916694,0.006388615,0.0001415737,0.000350255,0.001015373,0.0004347811],"domain_scores_gemma":[0.9906515,0.00568037,0.0007291022,0.0008831166,0.001149028,0.000906866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008761305,0.0001436685,0.004028542,0.0002196573,0.00001037619,0.0003645537,0.09379873,0.0002269064,0.001632602,0.7421845,0.03928468,0.1180182],"study_design_scores_gemma":[0.00003547917,0.0001788668,0.004545715,0.0004171959,0.0000191752,0.0003864743,0.04136296,0.001237497,0.002653826,0.1270463,0.8220789,0.00003755175],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.178928,0.003529025,0.03497307,0.07771828,0.002906478,0.000263782,0.0001240046,0.0005123168,0.701045],"genre_scores_gemma":[0.899347,0.001638521,0.01264728,0.008892639,0.001522178,0.0001962414,0.00007849458,0.0002476819,0.07543004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01281974,"threshold_uncertainty_score":0.04790062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07086393169203896,"score_gpt":0.3996785093624395,"score_spread":0.3288145776704006,"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."}}