{"id":"W4382394779","doi":"10.32920/23593176","title":"Readymade","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Solar Energy Systems and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architecture; Architectural engineering; Engineering; Business; 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":[],"consensus_categories":[],"category_scores_codex":[0.0008903506,0.001071046,0.0005489892,0.001121768,0.001832574,0.005578447,0.001601245,0.002024726,0.5217893],"category_scores_gemma":[0.004026615,0.0006993269,0.0008278945,0.001125422,0.001406404,0.005894884,0.003810363,0.002732361,0.295586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001058919,"about_ca_system_score_gemma":0.001504611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003191448,"about_ca_topic_score_gemma":0.004930301,"domain_scores_codex":[0.9989215,0.0001467969,0.00004303557,0.0002933704,0.000434626,0.0001607698],"domain_scores_gemma":[0.9984164,0.0001697736,0.00005308828,0.0007457659,0.00043114,0.0001838263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002035735,0.00007559961,0.000578745,0.0002916882,0.0000252863,0.000353501,0.0007227185,0.0008065884,0.004456068,0.329575,0.4533449,0.2095662],"study_design_scores_gemma":[0.000009191835,0.00001665287,0.000165788,0.0000434263,0.000004602609,0.0001099616,0.0001112039,0.0002942483,0.001494024,0.02607621,0.9716616,0.00001319025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003381671,0.0009444696,0.06234362,0.007201284,0.00563893,0.0001455978,0.003929568,0.007657138,0.9087577],"genre_scores_gemma":[0.03280853,0.001054234,0.02321566,0.002431125,0.0005837298,0.0001118842,0.005432141,0.004865253,0.9294975],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5217893,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04193219862235541,"score_gpt":0.2266202371968133,"score_spread":0.1846880385744579,"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."}}