{"id":"W4383341798","doi":"10.32920/23593176.v2","title":"Readymade","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architecture; Architectural engineering; Architectural design; Engineering; Art; Visual arts","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":[0.00007708601,0.0001937605,0.0001875227,0.0001022057,0.00002408404,0.00003494682,0.0002190481,0.0002329087,0.000121199],"category_scores_gemma":[0.00001462484,0.0001799016,0.00008645433,0.00004088129,0.00001486394,0.00001272559,0.0002395232,0.0005562376,0.0009052684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003210154,"about_ca_system_score_gemma":0.00001769625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006862728,"about_ca_topic_score_gemma":0.00005466395,"domain_scores_codex":[0.9993044,0.00001253349,0.0001432421,0.0002055688,0.0001288016,0.0002055158],"domain_scores_gemma":[0.9994508,0.00004800777,0.00001176305,0.0004122748,0.00001186871,0.00006526821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004536881,0.00001122453,0.0002056018,0.0007122143,0.0001692435,0.00004877364,0.0008309734,0.7997989,0.0003821053,0.0007581461,0.1854474,0.01163092],"study_design_scores_gemma":[0.0003513964,0.0000338586,0.006789363,0.0002780443,0.0001076326,0.0000168215,0.00008046849,0.594182,0.006111277,0.3429248,0.04705503,0.002069318],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008182644,0.0004553985,0.7580626,0.0001546792,0.002637273,0.000322428,0.00004057017,0.007192748,0.2229517],"genre_scores_gemma":[0.9558911,0.0004145457,0.01406065,0.0001562981,0.00105549,0.0001073739,0.000131423,0.000265612,0.02791754],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9477084,"threshold_uncertainty_score":0.9998726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05149643917939594,"score_gpt":0.2550448477696908,"score_spread":0.2035484085902949,"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."}}