{"id":"W2289331029","doi":"10.16997/wpcc.209","title":"Digital Materialisms: Frameworks for Digital Media Studies","year":2015,"lang":"en","type":"article","venue":"Westminster Papers in Communication and Culture","topic":"Cybernetics and Technology in Society","field":"Arts and Humanities","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec","funders":"","keywords":"Digital media; Media studies; Art; Sociology; Computer science; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00958825,0.001182229,0.0009099646,0.009624139,0.00481392,0.01804859,0.002732081,0.004032713,0.00680289],"category_scores_gemma":[0.008725074,0.0005316089,0.0007952686,0.007155444,0.05412131,0.02519344,0.008156287,0.005841941,0.001029901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008609136,"about_ca_system_score_gemma":0.003277777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001983696,"about_ca_topic_score_gemma":0.001556584,"domain_scores_codex":[0.9940897,0.004480557,0.0001934495,0.0003679296,0.0005548093,0.0003135393],"domain_scores_gemma":[0.9899846,0.007504347,0.0006707839,0.0008943529,0.0004574225,0.0004884907],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[8.781181e-7,0.000002481382,0.00001658968,0.00001198472,5.979559e-7,0.00000848222,0.0007177868,0.00004616911,0.000006080606,0.9979931,0.0002432109,0.0009525817],"study_design_scores_gemma":[0.000002713945,0.000002163657,0.00003064577,0.00008991962,0.000001177443,0.00001956149,0.001299052,0.0002362778,0.0000224302,0.9676723,0.03062062,0.000003043752],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01362569,0.07918993,0.3142786,0.07205641,0.001993701,0.0002930097,0.0003063607,0.0003274952,0.5179288],"genre_scores_gemma":[0.7645833,0.05076058,0.1453897,0.005098641,0.004304929,0.001288894,0.0003093156,0.000325247,0.02793935],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01804859,"threshold_uncertainty_score":0.06246394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05012186661245333,"score_gpt":0.2757378198781986,"score_spread":0.2256159532657452,"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."}}