{"id":"W4411656779","doi":"10.51847/wuy26plmoo","title":"10.51847/Wuy26pLMOo","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conceptual design; Conceptual framework; Computer science; Process management; Sociology; Business; Human–computer interaction; Social science","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":[0.00006689319,0.0001047731,0.0000985204,0.00005660462,0.00003287848,0.00003648011,0.0001196396,0.00003558031,0.9804363],"category_scores_gemma":[0.000005286207,0.0001096024,0.00003080696,0.0001584413,0.000006942802,0.00005786207,0.00001091095,0.00006114554,0.9355932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006685738,"about_ca_system_score_gemma":0.00001247579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003907471,"about_ca_topic_score_gemma":1.153508e-8,"domain_scores_codex":[0.9994379,0.000009344259,0.00009586428,0.0001083562,0.00009933284,0.0002492115],"domain_scores_gemma":[0.9996871,0.00001900826,0.000004127331,0.0001759209,0.00001483951,0.00009897769],"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":[0.00000840524,0.00001237755,1.226242e-7,0.00001205959,0.00001460582,0.00001230644,0.00001067849,0.01808451,0.0002300855,0.000004387715,0.07604866,0.9055618],"study_design_scores_gemma":[0.0001093792,0.00003645243,0.00001793875,0.00001023938,0.000006532419,0.000003506801,0.000001700518,0.006288825,0.0001371704,0.000006102299,0.9932349,0.0001472906],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001796508,0.00007819786,0.0000330829,0.00005755614,0.000004171679,0.0001176343,0.000002417677,0.0004938019,0.9974166],"genre_scores_gemma":[0.003343283,6.318841e-7,0.0003363316,0.00002534659,0.00008465041,0.00002040738,0.000004003674,0.00003093755,0.9961544],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9171862,"threshold_uncertainty_score":0.4469455,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004701682315621258,"score_gpt":0.1782653069186442,"score_spread":0.173563624603023,"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."}}