{"id":"W4297037223","doi":"10.32920/ryerson.14637327","title":"An architecture of civility","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Architecture, Art, Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Civility; Architecture; Exhibition; Event (particle physics); Work (physics); Landscape architecture; Sociology; Visual arts; Engineering; Political science; Art; Civil engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000276344,0.0002028959,0.0002689532,0.0001592693,0.0002509056,0.00006352035,0.0004858463,0.00006612087,0.06372058],"category_scores_gemma":[0.00001845563,0.0001743462,0.0001471334,0.00001588485,0.0002286937,0.00004812535,0.0002926793,0.0007104254,0.00001322113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004641491,"about_ca_system_score_gemma":0.0002247293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002184668,"about_ca_topic_score_gemma":0.008647808,"domain_scores_codex":[0.9986777,0.0001950298,0.0002986935,0.0003900994,0.000270613,0.0001678527],"domain_scores_gemma":[0.9987408,0.00006045189,0.0001948094,0.0008644705,0.00007654347,0.0000629202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000820336,0.0008304559,0.001127762,0.0008193733,0.0001711825,0.000002187961,0.5320441,0.006133012,0.00009512311,0.4257659,0.01201291,0.02091598],"study_design_scores_gemma":[0.0001252056,0.0001801187,0.002340543,0.00003376475,0.00006508746,0.000001804151,0.009249712,0.0001672509,0.0002239014,0.1872022,0.79994,0.0004702972],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4390368,0.0001604751,0.0006655094,0.0009409806,0.00202333,0.0005494502,0.0003468649,0.0002128157,0.5560637],"genre_scores_gemma":[0.9855713,0.00000749103,0.0009844112,0.0002315855,0.0008404628,0.00005998055,0.0004069291,0.00003065382,0.01186723],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7879272,"threshold_uncertainty_score":0.9371353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03235785588523992,"score_gpt":0.2739717174005527,"score_spread":0.2416138615153127,"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."}}