{"id":"W2940430821","doi":"10.5334/ah.314","title":"Automation or Meaning? Socialism, Humanism and Cybernetics in Etarea","year":2019,"lang":"en","type":"article","venue":"Architectural Histories","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Communism; Sociology; Socialism; Humanism; Emancipation; Marxist philosophy; Meaning (existential); Cybernetics; Social science; Politics; Epistemology; Environmental ethics; Law; Political science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006046686,0.0001322594,0.000170978,0.00007597364,0.000231921,0.00005159365,0.000107649,0.00007705638,0.0006254572],"category_scores_gemma":[0.00003697864,0.00009670741,0.00003128501,0.00002222987,0.0003322947,0.0001185669,0.00004629252,0.0001986858,0.00003409642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007478912,"about_ca_system_score_gemma":0.00001878461,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005938268,"about_ca_topic_score_gemma":0.03063926,"domain_scores_codex":[0.9993415,0.00002784653,0.0001593619,0.0001769306,0.0001104318,0.0001838738],"domain_scores_gemma":[0.9997078,0.00004766734,0.00006286176,0.0001232205,0.00003421045,0.00002430396],"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":[0.00003232604,0.00001628352,0.0008797264,0.00004405153,0.00001710344,0.00000608966,0.4195251,0.000004903583,0.000156845,0.5712029,0.002410247,0.005704395],"study_design_scores_gemma":[0.0004903547,0.0002694416,0.003038707,0.00005384055,0.00002685751,0.0000215172,0.01765029,0.00008763427,0.0001054014,0.0489054,0.9289559,0.000394718],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9187033,0.000522036,0.000004971667,0.0009810801,0.0006894513,0.0002289564,0.00001766603,0.000291479,0.0785611],"genre_scores_gemma":[0.9752158,0.0000140178,0.0001462291,0.0002190989,0.0001880956,0.00001102488,0.00001706789,0.00001407104,0.0241746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9265456,"threshold_uncertainty_score":0.987049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01770961703177009,"score_gpt":0.2215755067583424,"score_spread":0.2038658897265724,"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."}}