{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001032098,0.001079176,0.0005031209,0.001101399,0.002128466,0.006188311,0.001701906,0.002068566,0.4017769],"category_scores_gemma":[0.003985467,0.0007446528,0.0008587333,0.001041481,0.002022519,0.006580897,0.00429186,0.003028894,0.1739934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001335496,"about_ca_system_score_gemma":0.001892845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00357766,"about_ca_topic_score_gemma":0.005653683,"domain_scores_codex":[0.9986915,0.0002122873,0.00004920907,0.0003607757,0.0004799789,0.000206286],"domain_scores_gemma":[0.9983863,0.0001736937,0.00006468924,0.0007709865,0.0004208452,0.0001835301],"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":[0.0002028693,0.00007238329,0.0006518147,0.0002708205,0.00002811176,0.0003840433,0.001184745,0.0008351288,0.004081665,0.5676568,0.2611859,0.1634457],"study_design_scores_gemma":[0.00001056648,0.00002339623,0.0001941666,0.00005731698,0.000006603523,0.0001232709,0.0002085839,0.0003061391,0.001583604,0.04271479,0.9547554,0.00001611826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004794572,0.000857085,0.0643898,0.006722881,0.003840568,0.0001332871,0.00215301,0.004274596,0.9128342],"genre_scores_gemma":[0.05762238,0.001068318,0.027702,0.002979545,0.0004744111,0.0001380737,0.003609371,0.003829489,0.9025764],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5982231,"threshold_uncertainty_score":0,"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."}}