{"id":"W95189521","doi":"10.15173/mjc.v7i0.255","title":"Participatory Culture and the Hidden Costs of Sharing","year":2011,"lang":"en","type":"article","venue":"The McMaster Journal of Communication","topic":"Social Media and Politics","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Citizen journalism; Participatory culture; Business; Sociology; Computer science; World Wide Web; Media studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001401693,0.00003083183,0.00009165143,0.00001253855,0.000238252,0.00001923157,0.000667403,0.00003104204,0.00004351196],"category_scores_gemma":[0.0002982602,0.0000159429,0.00003780628,0.00005637132,0.0006775399,0.0001086588,0.0001053686,0.0001593448,0.000001503141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001904708,"about_ca_system_score_gemma":0.00003246117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004972837,"about_ca_topic_score_gemma":0.0001376119,"domain_scores_codex":[0.9989802,0.000574747,0.0001939549,0.00001978418,0.000155263,0.00007601237],"domain_scores_gemma":[0.9990337,0.0003168738,0.0002784017,0.0002001283,0.0001353175,0.00003560676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007863402,0.00002596628,0.01064075,0.000003377973,0.00004602253,1.93449e-7,0.766594,2.265921e-7,0.00007249146,0.211498,0.0003790466,0.01066128],"study_design_scores_gemma":[0.003022412,0.0001735927,0.04008598,0.0004548996,0.000513188,0.00001952141,0.5295363,0.0001067795,0.002868122,0.3659798,0.05701735,0.0002220526],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9520977,0.003588098,0.00003511268,0.005533728,0.0001479316,0.0001279045,6.046462e-7,0.000004456414,0.03846447],"genre_scores_gemma":[0.9983382,0.001006186,0.000177472,0.0002152962,0.00008977539,0.000001817767,8.638635e-8,0.000002531032,0.000168684],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2370577,"threshold_uncertainty_score":0.2496424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1242735232454338,"score_gpt":0.351153217549091,"score_spread":0.2268796943036572,"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."}}