{"id":"W4411618072","doi":"10.51847/zdgihuvnwz","title":"10.51847/zdGihuvNWz","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":"Vernacular; Relation (database); Sustainable development; Architectural engineering; Geography; Political science; Linguistics; Computer science; Philosophy; 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":[0.00003307211,0.00009422409,0.00009404191,0.00002437472,0.0002104472,0.00009597452,0.0001408046,0.00001783,0.9990309],"category_scores_gemma":[0.000004301732,0.00006621263,0.00004665549,0.0000245984,0.00007125795,0.0001008551,0.00001546277,0.00005565692,0.9836218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006103191,"about_ca_system_score_gemma":0.000005913758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007681407,"about_ca_topic_score_gemma":0.000006798211,"domain_scores_codex":[0.9994929,0.00001424727,0.0001008037,0.0001236857,0.00009946951,0.0001689045],"domain_scores_gemma":[0.9997624,0.00001479607,0.00001292993,0.0001140632,0.00002703154,0.00006882243],"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":[0.00002577897,0.00001427064,3.668507e-8,0.000002354346,0.00001183301,0.000002346201,0.002525064,0.00003490262,0.00001612253,0.0001982052,0.1057349,0.8914342],"study_design_scores_gemma":[0.00005300381,0.00009645113,0.000006074996,0.000008111238,0.000008227235,0.000002172018,0.00002600264,0.000008780136,0.000009565954,0.00005027904,0.9996098,0.0001215871],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004906854,0.00005651879,2.428446e-8,0.0006134069,0.000003679671,0.00007991432,0.00001215185,0.0001152209,0.9942122],"genre_scores_gemma":[0.002738521,1.519102e-7,0.00001283891,0.000537595,0.0004308213,0.000009768715,0.000007914242,0.000008659163,0.9962537],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8938748,"threshold_uncertainty_score":0.2700073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0118924083185689,"score_gpt":0.1756568711304712,"score_spread":0.1637644628119023,"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."}}