{"id":"W4383341759","doi":"10.32920/23635191","title":"Zerohouse","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Building envelope; Engineering; Carbon footprint; Doors; Zero-energy building; Zero emission; Roof; Blank; Civil engineering; Facade; Efficient energy use; Waste management; Mechanical engineering; Greenhouse gas; Electrical engineering; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006230203,0.0008552893,0.0004766113,0.001413998,0.002620433,0.005514661,0.001592194,0.002070184,0.7923153],"category_scores_gemma":[0.001761036,0.0005245496,0.0005852322,0.001181045,0.0007160651,0.004059704,0.004227742,0.00170628,0.5838562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001728291,"about_ca_system_score_gemma":0.002030228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00685307,"about_ca_topic_score_gemma":0.0135204,"domain_scores_codex":[0.9991249,0.00006882658,0.00003363097,0.0001908712,0.0004041951,0.0001775614],"domain_scores_gemma":[0.998951,0.00006850404,0.00003233576,0.0001974937,0.0004529557,0.0002976242],"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":[0.000087336,0.000050488,0.0003372819,0.0001500351,0.000003996522,0.0001704025,0.0002158009,0.00009109351,0.0009405883,0.02711621,0.8723438,0.09849299],"study_design_scores_gemma":[0.000003788991,0.000008709281,0.0001734395,0.00002232548,7.787211e-7,0.00004950051,0.00007446094,0.00003203909,0.0001834262,0.0008316604,0.9986153,0.000004636506],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001003078,0.0004004935,0.002379452,0.002023566,0.001939364,0.0001191295,0.004608277,0.003900867,0.9836257],"genre_scores_gemma":[0.004148774,0.0003388276,0.001259016,0.0007661798,0.0001724675,0.00004652199,0.003316632,0.001097847,0.9888537],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2076847,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03279095946223327,"score_gpt":0.2634627566429797,"score_spread":0.2306717971807465,"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."}}