{"id":"W4286259276","doi":"10.47982/spool.2022.2.05","title":"Ontological Upgrade","year":2022,"lang":"en","type":"article","venue":"SPOOL","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Obsolescence; Indigenous; Actor–network theory; Traditional knowledge; Adaptation (eye); Stewardship (theology); Ontology; Architecture; Knowledge management; Sociology; Computer science; Epistemology; Social science; Political science; History; Business; Psychology","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":[0.00003558947,0.00004550778,0.00005507975,0.00001366972,0.0005366377,0.00002928878,0.0001138748,0.000005791567,0.02957328],"category_scores_gemma":[0.000003964083,0.00002971863,0.00004075487,0.00001293017,0.00007394097,0.00003520342,0.00005304034,0.0001126896,0.0001190763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009134471,"about_ca_system_score_gemma":0.000005897887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001088809,"about_ca_topic_score_gemma":0.0002231208,"domain_scores_codex":[0.9996312,0.00002336226,0.00006059762,0.00008106844,0.0001017723,0.0001019733],"domain_scores_gemma":[0.9998876,0.00001152875,0.00001705289,0.00005677465,0.000007128135,0.00001995777],"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":[0.00003240792,0.00006871115,0.0003253106,0.00000433158,0.00002298204,0.0000375346,0.05262417,0.00005369454,0.0001795611,0.8472418,0.08206683,0.01734268],"study_design_scores_gemma":[0.00004790181,0.00008845716,0.0002707852,5.868487e-7,0.000003894945,0.000007072345,0.004630715,0.000006510367,0.00002184765,0.008913361,0.9859473,0.00006163472],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6112429,0.0002880456,0.00000212698,0.00281431,0.0004124706,0.0000839461,0.00002107734,0.0001131993,0.385022],"genre_scores_gemma":[0.9734113,0.000001026597,0.00001576478,0.002239563,0.000256542,0.00002613562,0.00000693227,0.000002541866,0.02404021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9038804,"threshold_uncertainty_score":0.9713138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03361153760485443,"score_gpt":0.2070442093580791,"score_spread":0.1734326717532246,"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."}}