{"id":"W4362475806","doi":"10.24908/iqurcp16281","title":"WELL Building Standard","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Certification; Scopus; Strengths and weaknesses; Work (physics); Computer science; Grey literature; Architectural engineering; Capacity building; Implementation; Data science; Engineering management; Engineering; Political science; Software engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003163234,0.0008205864,0.0006169028,0.006729323,0.001810857,0.00555007,0.001821362,0.001912451,0.1884778],"category_scores_gemma":[0.01130113,0.0003918764,0.000746973,0.008089474,0.0009991836,0.004200211,0.003196604,0.001558706,0.08874393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003275412,"about_ca_system_score_gemma":0.007721694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01278627,"about_ca_topic_score_gemma":0.02323007,"domain_scores_codex":[0.9936711,0.0008802504,0.0007776777,0.0005501481,0.00363368,0.0004871993],"domain_scores_gemma":[0.9928497,0.0009593362,0.0005743135,0.0007446044,0.004300789,0.000571383],"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":[0.0001778995,0.0001230893,0.002649087,0.0028076,0.00002231284,0.0002041971,0.001175768,0.000551821,0.001641917,0.1148105,0.612376,0.2634599],"study_design_scores_gemma":[0.000004909913,0.00001667156,0.001577453,0.0002974019,0.000005734403,0.00007823241,0.0001915586,0.00003192883,0.0002073984,0.001650265,0.9959268,0.00001156353],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006037215,0.00454227,0.01145474,0.003259317,0.001272966,0.001094424,0.04437456,0.002867141,0.9250975],"genre_scores_gemma":[0.09347259,0.01376344,0.04349918,0.006194924,0.0007873859,0.002947116,0.1275242,0.002998578,0.7088124],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1884778,"threshold_uncertainty_score":0.6305209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07381397052808714,"score_gpt":0.3620267749987924,"score_spread":0.2882128044707053,"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."}}