{"id":"W4361192315","doi":"10.32920/ryerson.14637327.v3","title":"An architecture of civility","year":2023,"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; Engineering; Visual arts; 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":[0.0002682225,0.0002102675,0.0002799832,0.0001860869,0.0001370233,0.00007961539,0.0003991998,0.0001119661,0.004596497],"category_scores_gemma":[0.00003345557,0.0001708426,0.0001405321,0.00001840353,0.0002658626,0.00004783439,0.0001751754,0.0004946034,0.0001009408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002476722,"about_ca_system_score_gemma":0.0001738418,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002895794,"about_ca_topic_score_gemma":0.02737201,"domain_scores_codex":[0.9987716,0.0001123593,0.0003128824,0.0003972082,0.0002195264,0.0001864252],"domain_scores_gemma":[0.9987319,0.0000837183,0.0001689987,0.0008268359,0.0001185039,0.0000700469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007033715,0.0005893302,0.001439073,0.001652564,0.0002675618,0.000003372215,0.5517605,0.004618578,0.0001705457,0.3852795,0.03089171,0.02325696],"study_design_scores_gemma":[0.0002008873,0.0001937182,0.009807998,0.0002278404,0.0001157006,0.00000185736,0.008154862,0.0005397458,0.0008246815,0.7131008,0.2660038,0.000828168],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6274179,0.0001259649,0.003164707,0.003208637,0.004913574,0.001034414,0.0005356265,0.001018543,0.3585806],"genre_scores_gemma":[0.9767988,0.00001014619,0.0009759043,0.0001277196,0.001354374,0.00003505818,0.0003113502,0.00004556182,0.02034104],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5436056,"threshold_uncertainty_score":0.9963135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05963251185191728,"score_gpt":0.2888395320228908,"score_spread":0.2292070201709735,"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."}}