{"id":"W4411618085","doi":"10.51847/pnzz3ajpvg","title":"10.51847/pnZz3aJpVg","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Architectural engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00003548431,0.00009717952,0.00009730307,0.00002502488,0.0002118199,0.00009640482,0.0001436403,0.00001845326,0.9989736],"category_scores_gemma":[0.000004410972,0.000067967,0.00004875223,0.00002462914,0.00007181653,0.000102414,0.00001562388,0.00005745792,0.9852625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006194751,"about_ca_system_score_gemma":0.000006488378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007396325,"about_ca_topic_score_gemma":0.000005782081,"domain_scores_codex":[0.9994805,0.00001504308,0.0001045173,0.0001257113,0.000102362,0.0001718078],"domain_scores_gemma":[0.9997571,0.00001548268,0.00001348225,0.0001163128,0.0000278771,0.0000698031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002678268,0.00001486679,4.107275e-8,0.000002535372,0.00001300169,0.000002479533,0.002182761,0.00003489801,0.00001474151,0.0002562655,0.123093,0.8743586],"study_design_scores_gemma":[0.00005358111,0.00009209458,0.000005787292,0.000008294734,0.00000867549,0.000002236435,0.00002096398,0.000007851973,0.000009285985,0.00004925855,0.9996169,0.0001250698],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003570821,0.00006679077,3.378713e-8,0.0006587571,0.000003984334,0.00008202538,0.00001272542,0.0001167586,0.9954881],"genre_scores_gemma":[0.002036321,1.734659e-7,0.00001468786,0.0005481846,0.0004509131,0.00001017733,0.000008914854,0.000008735619,0.9969219],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8765239,"threshold_uncertainty_score":0.2771614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01192882322898537,"score_gpt":0.1755816774296946,"score_spread":0.1636528542007093,"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."}}