{"id":"W2783093730","doi":"10.1386/eme.14.1-2.7_1","title":"Megamachines: From Mumford to Guattari","year":2015,"lang":"en","type":"article","venue":"Explorations in Media Ecology","topic":"Cybernetics and Technology in Society","field":"Arts and Humanities","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Deleuze and Guattari; Assemblage (archaeology); Humanism; Sociology; Urbanism; Dimension (graph theory); Aesthetics; Subjectivity; Architecture; Epistemology; Philosophy; Art; History; Archaeology; Visual arts; Theology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001899117,0.0001012718,0.0001742961,0.0001346854,0.0001001235,0.00004205618,0.0002207483,0.0001067888,0.001178631],"category_scores_gemma":[0.000438196,0.00009647912,0.00003182295,0.00008736738,0.0002106658,0.0001184568,0.00009624297,0.0001892681,0.0007169393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007584918,"about_ca_system_score_gemma":0.00006722652,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005094335,"about_ca_topic_score_gemma":0.1002227,"domain_scores_codex":[0.9992157,0.00004472604,0.0002394451,0.000200448,0.00009765214,0.0002019868],"domain_scores_gemma":[0.9993329,0.0002079336,0.0000404614,0.0002388098,0.00009375884,0.00008611493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001238727,0.0001830014,0.01087723,0.000001359723,0.00003036479,0.00001636381,0.2861016,0.0001265078,0.00003433202,0.5825394,0.1177638,0.00231363],"study_design_scores_gemma":[0.0007466919,0.0001438111,0.002175712,0.000006194809,0.00001558596,9.681262e-7,0.05590753,0.000371123,0.00005561863,0.2187258,0.7216257,0.0002252611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643625,0.0001045795,0.0002323243,0.01140741,0.003184408,0.000241639,0.00006317117,0.0001466124,0.02025733],"genre_scores_gemma":[0.994018,0.00001998556,0.002991984,0.001382097,0.0006196151,0.0002146856,0.0001211249,0.00001465098,0.0006178353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.603862,"threshold_uncertainty_score":0.9997344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09190754350981602,"score_gpt":0.2675797458394641,"score_spread":0.1756722023296481,"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."}}