{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002463479,0.0003463996,0.0003695013,0.001145594,0.0004202548,0.0007854591,0.0007235473,0.0001828884,0.00008231747],"category_scores_gemma":[0.0002590471,0.0003509072,0.00009160981,0.002689471,0.0003613873,0.0006516383,0.0003182646,0.0009621599,0.0005954494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005954099,"about_ca_system_score_gemma":0.0003291755,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004344597,"about_ca_topic_score_gemma":0.000001895487,"domain_scores_codex":[0.9957364,0.0000557547,0.0004104982,0.0005952385,0.001492594,0.001709572],"domain_scores_gemma":[0.9979773,0.0002505508,0.0000428136,0.000259003,0.001085861,0.0003844504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001333215,0.00006363515,0.002943214,0.001589148,0.0002693774,0.0002500465,0.00385802,0.002359527,0.05103492,0.4713305,0.4401436,0.02602478],"study_design_scores_gemma":[0.001622774,0.0005818059,0.0008745828,0.0008633335,0.00003511375,0.00003051714,0.0171267,0.126469,0.0529863,0.5324428,0.2653474,0.001619646],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8691847,0.0002708839,0.02959586,0.02118562,0.001493672,0.00216055,0.00002198357,0.008530985,0.06755572],"genre_scores_gemma":[0.9943599,0.001350206,0.001113125,0.0000279816,0.0003352629,0.0002226367,0.00001101032,0.0001121281,0.002467748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1747962,"threshold_uncertainty_score":0.9998943,"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."}}