{"id":"W4389634816","doi":"10.35483/acsa.aia.inter.21.9","title":"Local Timber to Support Community Growth","year":2021,"lang":"en","type":"article","venue":"","topic":"Architecture and Computational Design","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Workflow; Prosperity; Flexibility (engineering); Computer science; Architectural engineering; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001765718,0.0005626528,0.0002776919,0.001201989,0.005195171,0.004149566,0.002992736,0.001240289,0.05279066],"category_scores_gemma":[0.003507178,0.0002367734,0.0003416245,0.001160656,0.00182544,0.003871667,0.01528156,0.001481152,0.01001903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002512156,"about_ca_system_score_gemma":0.007438047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006585581,"about_ca_topic_score_gemma":0.024451,"domain_scores_codex":[0.9986663,0.0003699006,0.00003089271,0.0001775003,0.000367128,0.0003883266],"domain_scores_gemma":[0.9978964,0.0002030022,0.0001215278,0.0002852937,0.0005352896,0.0009584067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001756748,0.0009120477,0.01101539,0.001221307,0.00004370518,0.002296851,0.0300757,0.002958067,0.006777443,0.2023646,0.1448068,0.5973524],"study_design_scores_gemma":[0.00002742587,0.000162633,0.003182796,0.000415762,0.00001767188,0.0003172242,0.02933186,0.001587666,0.00131304,0.02652092,0.9370964,0.00002661682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1229084,0.001787399,0.02752602,0.0154654,0.0007420856,0.0009111428,0.000551653,0.00107106,0.8290369],"genre_scores_gemma":[0.6975448,0.001944821,0.0373355,0.002185237,0.0001988007,0.0009604158,0.001027787,0.0004628619,0.2583399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05279066,"threshold_uncertainty_score":0.1766024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318226786042542,"score_gpt":0.2177536923286836,"score_spread":0.2045714244682581,"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."}}