{"id":"W4237301113","doi":"10.4324/9781315763279-12","title":"DYNAMIC, ADAPTIVE BUILDING ENVELOPES (Hathaway)","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Architecture, Modernity, and Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001206449,0.0005060213,0.0004459484,0.0002170831,0.00005782974,0.00003544573,0.0002639631,0.0004058178,0.0006236043],"category_scores_gemma":[0.000008998397,0.0004675024,0.0001420644,0.00001771259,0.00005922451,0.00007599631,0.00009474299,0.0005746795,0.0004950422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001967215,"about_ca_system_score_gemma":0.00005721122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001223893,"about_ca_topic_score_gemma":0.00007724607,"domain_scores_codex":[0.9987714,0.0000080099,0.0002628047,0.0003269255,0.0003161247,0.0003147076],"domain_scores_gemma":[0.9992815,0.00006419601,0.00004568554,0.0003556188,0.00007095899,0.0001820066],"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":[0.0001054384,0.00003008068,0.000006543567,0.0004477018,0.00151489,0.0003369185,0.001939126,0.09881175,0.0005035115,0.5945974,0.1060447,0.195662],"study_design_scores_gemma":[0.0003773217,0.0001134629,0.00001478066,0.0002226397,0.0001291411,0.00005050703,0.0000293709,0.07123636,0.0001215174,0.2743492,0.6517187,0.001637046],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000129054,0.00236681,0.2638755,0.00000938476,0.0003102703,0.0001879337,0.00003204077,0.0006586504,0.7325465],"genre_scores_gemma":[0.03564282,0.0004807508,0.0456457,0.00009231373,0.0003616709,0.00001829039,0.00005289558,0.0003922328,0.9173133],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.545674,"threshold_uncertainty_score":0.9997777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0339856149001216,"score_gpt":0.2295666801456713,"score_spread":0.1955810652455497,"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."}}