{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001810021,0.0002726936,0.0002317646,0.001062609,0.006961366,0.01121205,0.0005505311,0.001777348,0.001576549],"category_scores_gemma":[0.001492392,0.0002313105,0.0002853889,0.001250536,0.07013356,0.006712108,0.005673124,0.002446292,0.0001719395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004638965,"about_ca_system_score_gemma":0.001278068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005954311,"about_ca_topic_score_gemma":0.006980805,"domain_scores_codex":[0.9973618,0.001936073,0.0000407168,0.0002033764,0.0001684267,0.0002895608],"domain_scores_gemma":[0.9990018,0.0007161309,0.0001047915,0.0000798859,0.00003191576,0.00006552593],"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":[0.000009486505,0.00001418866,0.0004160171,0.00001971986,0.000003274793,0.000307161,0.08569817,0.000272541,0.000123449,0.9097824,0.0005153557,0.00283832],"study_design_scores_gemma":[0.00002407941,0.00007192419,0.004590374,0.0002014177,0.000008853296,0.0006769021,0.1603417,0.0008928395,0.0003491365,0.6099089,0.2228923,0.00004147935],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4631169,0.009161172,0.006302344,0.02556659,0.0002279338,0.00003945665,0.00002743656,0.00002840376,0.4955297],"genre_scores_gemma":[0.9952524,0.0006683563,0.0002426201,0.0003172445,0.00004775231,0.00001307884,0.000003906265,0.000008157071,0.003446591],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9930387,"threshold_uncertainty_score":0.03365827,"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."}}