{"id":"W1481022308","doi":"10.22230/cjc.2004v29n3a1502","title":"Participatory Video: Images that Transform and Empower","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":226,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Citizen journalism; Sociology; Computer vision; Computer science; World Wide Web","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":[0.003976925,0.00005704396,0.0001232558,0.0001632788,0.0005575762,0.0001125345,0.0004130241,0.00006072252,0.0001042432],"category_scores_gemma":[0.0009418629,0.00005601604,0.0000445494,0.0001567441,0.0007254889,0.0005259361,0.00001048345,0.0002576982,0.000007128973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003234627,"about_ca_system_score_gemma":0.002502733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01807597,"about_ca_topic_score_gemma":0.1587832,"domain_scores_codex":[0.9984499,0.0007246647,0.0002097531,0.00005495717,0.0002576509,0.0003031241],"domain_scores_gemma":[0.9983984,0.0002258808,0.0001107166,0.0002160921,0.0002023923,0.0008465503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001392626,0.0002052201,0.1177095,0.00005644694,0.0002455547,0.0001728425,0.4590586,0.0002549815,0.003154095,0.1827276,0.005361042,0.2309148],"study_design_scores_gemma":[0.001828666,0.0003277094,0.1768839,0.0003992771,0.00009424091,0.00003501997,0.02596834,0.00002342074,0.01051314,0.09276874,0.6907094,0.0004481754],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9286578,0.008293071,0.002185506,0.02518464,0.0001841481,0.0002434338,0.000006778937,0.00001424917,0.0352304],"genre_scores_gemma":[0.9971794,0.0005360586,0.001964443,0.0001809884,0.00003809669,0.000004566674,4.382288e-7,0.000007202645,0.00008883566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6853483,"threshold_uncertainty_score":0.9884627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5226094686973904,"score_gpt":0.5796172962707565,"score_spread":0.05700782757336609,"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."}}