{"id":"W4383377313","doi":"10.32920/23635191.v1","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; Daylighting; Efficient energy use; Waste management; Greenhouse gas; Mechanical engineering; Electrical engineering; Meteorology","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":[],"consensus_categories":[],"category_scores_codex":[0.00008790297,0.0001598255,0.0001495812,0.0001100841,0.0000160611,0.00007144445,0.0001850657,0.0001482813,0.0001031754],"category_scores_gemma":[0.000008382179,0.0001580987,0.00006539944,0.00007111161,0.000007082956,0.00001711688,0.0002165172,0.0003070608,0.0003433979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001136212,"about_ca_system_score_gemma":0.0000379297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002977455,"about_ca_topic_score_gemma":0.000002788228,"domain_scores_codex":[0.9993687,0.000007107709,0.0001273563,0.0001676792,0.000112305,0.000216859],"domain_scores_gemma":[0.9995711,0.00002797613,0.00001021398,0.000322108,0.00001885201,0.00004975625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[9.146603e-7,0.00001630975,0.0001316977,0.000734263,0.0001485023,0.00009648657,0.00009981648,0.6217287,0.000203936,0.003250503,0.3690816,0.004507294],"study_design_scores_gemma":[0.0005787686,0.00003764778,0.002763126,0.0005053389,0.0001311902,0.000006489123,0.0008088029,0.7143465,0.008147839,0.1083615,0.1618127,0.002500202],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08487812,0.001350047,0.6779125,0.0008537091,0.01531881,0.001619522,0.00004635912,0.04709272,0.1709282],"genre_scores_gemma":[0.9512935,0.0004873633,0.007527247,0.00007200607,0.0004493182,0.0001966308,0.00004554055,0.0002576085,0.0396708],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8664154,"threshold_uncertainty_score":0.644708,"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."}}