{"id":"W4405093811","doi":"10.3138/cjc-2024-0039","title":"Vital Media: Making, Design, and Expression for Humans and Other Materials. <i>By Michael Nitsche</i>","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Diverse Historical and Scientific Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Expression (computer science); Sociology; Art; Computer science; Programming language","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001368487,0.001240395,0.0004004778,0.001111472,0.002640645,0.006584951,0.0008426576,0.002795524,0.01476395],"category_scores_gemma":[0.002419476,0.0004080762,0.0003434118,0.0008970996,0.005669169,0.006481289,0.002965945,0.003627467,0.007283038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001971336,"about_ca_system_score_gemma":0.001680022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006913744,"about_ca_topic_score_gemma":0.01966693,"domain_scores_codex":[0.999057,0.0002913687,0.00003601667,0.0001308597,0.0004201147,0.00006459402],"domain_scores_gemma":[0.9992338,0.000414381,0.00005152598,0.00003532556,0.0001721454,0.00009276969],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003246504,0.00001070312,0.0001104689,0.0003666741,0.000006245848,0.00006213679,0.001660577,0.00008383209,0.00126306,0.07979087,0.841392,0.07522102],"study_design_scores_gemma":[0.000001298838,0.000008220381,0.00008195688,0.0002383139,0.000001989084,0.0001087507,0.000577811,0.00005981889,0.0005056715,0.006559935,0.9918498,0.000006388231],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001689761,0.4125943,0.009882337,0.2687769,0.04608134,0.00007784343,0.0001959666,0.0004674344,0.2602341],"genre_scores_gemma":[0.02418868,0.1998351,0.00655274,0.02708226,0.01065096,0.0001322356,0.0001108561,0.0003610814,0.7310861],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01476395,"threshold_uncertainty_score":0.04939032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05822458896079789,"score_gpt":0.2367893266859108,"score_spread":0.1785647377251129,"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."}}