{"id":"W4254853008","doi":"10.32920/ryerson.14652024","title":"Instruments of Gaia","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Anthropocene; Architecture; Expression (computer science); Poetry; Experiential learning; Episteme; Aesthetics; Computer science; Architectural engineering; Sociology; History; Epistemology; Archaeology; Engineering; Environmental ethics; Art; Literature; Social science; Philosophy","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":[0.004933116,0.0007711158,0.0004803989,0.002208124,0.00414147,0.01182888,0.00116903,0.002544191,0.01023237],"category_scores_gemma":[0.009961443,0.0003503445,0.0005917064,0.001677511,0.03608376,0.008079636,0.008729983,0.004690594,0.003050569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004394028,"about_ca_system_score_gemma":0.003679187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001614802,"about_ca_topic_score_gemma":0.001586707,"domain_scores_codex":[0.995159,0.002415293,0.000162763,0.0008042504,0.0008665633,0.0005921595],"domain_scores_gemma":[0.9968618,0.001153054,0.0002450167,0.001026458,0.0004609066,0.0002527469],"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":[0.000009224334,0.000004715069,0.000164918,0.0000235805,0.000001966561,0.00003899467,0.006454627,0.00006497622,0.00009042605,0.9856659,0.002100055,0.005380644],"study_design_scores_gemma":[0.00001359964,0.00003487991,0.0007290719,0.0002341411,0.000009183137,0.0002119757,0.006682668,0.0002509756,0.0004141936,0.4300631,0.5613388,0.00001752483],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02783014,0.005036359,0.03061505,0.02204976,0.002143576,0.0001677019,0.0002081919,0.0003601349,0.911589],"genre_scores_gemma":[0.8434488,0.003416805,0.01626142,0.004759327,0.0008306727,0.0005142379,0.000193187,0.000451204,0.1301243],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01182888,"threshold_uncertainty_score":0.03423065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04639098575866449,"score_gpt":0.244111835593027,"score_spread":0.1977208498343625,"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."}}