{"id":"W1606409366","doi":"10.15353/joci.v7i3.2601","title":"DigiPopEd: Popular Education and Digital Culture","year":2011,"lang":"en","type":"article","venue":"The Journal of Community Informatics","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Electronic publishing; Curriculum; Sociology; Digital culture; Consumption (sociology); Popular culture; Power (physics); Public relations; Digital media; Media studies; Political science; Pedagogy; Social science; The Internet; World Wide Web; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004370041,0.00006637089,0.0000946544,0.00005677937,0.0004030723,0.0002079735,0.000270717,0.00002074622,0.00007167952],"category_scores_gemma":[0.00007947611,0.0000373605,0.0000302369,0.00002073491,0.0001299026,0.001579008,0.00004126027,0.0003820381,0.00001309424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001556195,"about_ca_system_score_gemma":0.00006928577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009158966,"about_ca_topic_score_gemma":0.00002544101,"domain_scores_codex":[0.9993801,0.00007082778,0.0003510332,0.000003790122,0.0001204727,0.00007382394],"domain_scores_gemma":[0.9991373,0.00005511368,0.0003317345,0.0001767858,0.0002469654,0.00005203399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001075527,0.0001083978,0.0002046428,0.00003276318,0.0000158672,1.861028e-8,0.9772312,2.178615e-7,1.615222e-7,0.002862536,0.007753265,0.01178015],"study_design_scores_gemma":[0.0000914504,0.0001219763,0.0005627687,0.00004746261,0.00003717614,0.00006148199,0.8820995,0.000004104335,0.00001052674,0.008080227,0.1088329,0.00005037079],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620885,0.0002239585,0.0000306746,0.0001123186,0.0005831608,0.00004598548,0.000004997421,0.000006628277,0.03690379],"genre_scores_gemma":[0.9981001,0.0001321178,0.00008567444,0.0005367816,0.000288073,4.937864e-7,0.00001183996,0.000003957949,0.0008409856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1010797,"threshold_uncertainty_score":0.3100147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04855102651369551,"score_gpt":0.2536239046515495,"score_spread":0.205072878137854,"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."}}