{"id":"W6949625230","doi":"10.5281/zenodo.2609090","title":"A psychological approach to evidence-based architectural design in domestic spaces","year":2019,"lang":"en","type":"article","venue":"Figshare","topic":"Spatial Cognition and Navigation","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Soundness; Architectural design; Architecture; Architectural pattern; Asset (computer security); Motion (physics); Design elements and principles","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004140912,0.00008084481,0.00008352059,0.0000880247,0.000009008258,0.00003116243,0.00009160362,0.00005165494,0.01532055],"category_scores_gemma":[0.0003611374,0.00007147648,0.00002398693,0.0002484158,0.000001453819,0.00006243931,0.000009313388,0.0001144795,0.002960873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002907126,"about_ca_system_score_gemma":0.000007066891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002040367,"about_ca_topic_score_gemma":0.000001501322,"domain_scores_codex":[0.9995118,0.00003497053,0.00008585511,0.0001352457,0.00009979806,0.0001322821],"domain_scores_gemma":[0.9996444,0.0001761478,0.00000995146,0.00009775311,0.00001899774,0.00005274587],"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":[0.0001416912,0.00009227164,0.0004002175,0.0005260004,0.00000897068,0.00002304094,0.0004406339,0.9184883,0.003761691,0.00001212606,0.04085981,0.03524524],"study_design_scores_gemma":[0.001942959,0.0006248326,0.1557415,0.009358522,0.000009464949,0.00004789301,0.00006603565,0.8211544,0.006527551,0.0002362202,0.003249424,0.001041177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9406773,0.00102513,0.01577198,0.0005411765,0.0004643331,0.005217366,0.01474402,0.001906277,0.01965239],"genre_scores_gemma":[0.9949353,3.459828e-7,0.001943462,0.0001980818,0.00002994524,0.0002077249,0.002658336,0.0000107281,0.00001605195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1553413,"threshold_uncertainty_score":0.9978154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1139122896844487,"score_gpt":0.3057255340411783,"score_spread":0.1918132443567296,"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."}}