{"id":"W1990557489","doi":"10.3992/jgb.6.4.17","title":"EMERGENT PERMITTING STRATEGIES FOR NATURAL BUILDING SYSTEMS IN ONTARIO","year":2011,"lang":"en","type":"article","venue":"Journal of Green Building","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Architectural engineering; Sustainability; Natural (archaeology); Building envelope; Occupancy; Typology; Process (computing); Order (exchange); Built environment; Engineering; Building code; Building design; Environmental planning; Deconstruction (building); Environmental resource management; Business; Civil engineering; Computer science; Environmental science; Ecology; Waste management; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009127701,0.0002272677,0.0004264962,0.0004487659,0.00008271491,0.0001055954,0.0003106219,0.00008645769,0.00002365279],"category_scores_gemma":[0.00003350409,0.0002102009,0.0001833865,0.0001947188,0.00001717556,0.0006514378,0.00003387757,0.0005051577,5.088929e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007948101,"about_ca_system_score_gemma":0.0002317164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00677746,"about_ca_topic_score_gemma":0.00199307,"domain_scores_codex":[0.9982795,0.00003610767,0.0007914617,0.0001464449,0.0002648569,0.0004816656],"domain_scores_gemma":[0.9992574,0.00009387507,0.0002452908,0.0001281244,0.0001705851,0.0001047543],"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":[0.0006083854,0.0003993318,0.1177545,0.002763924,0.001576134,0.001482111,0.0313738,0.4638308,0.2726915,0.06963254,0.003055072,0.0348319],"study_design_scores_gemma":[0.01509719,0.002663474,0.1270426,0.009264642,0.0009787095,0.002673112,0.1046953,0.6121876,0.03622379,0.03757725,0.04588174,0.005714569],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485317,0.001824949,0.04689621,0.00001649169,0.001970565,0.0002468174,8.052988e-7,0.00005396607,0.0004584957],"genre_scores_gemma":[0.9746499,0.00002229739,0.0248435,0.0000105832,0.000284074,0.00001344119,4.292727e-7,0.00004455632,0.0001312091],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2364677,"threshold_uncertainty_score":0.9998365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03317344540908531,"score_gpt":0.2567606280356485,"score_spread":0.2235871826265632,"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."}}