{"id":"W2281082889","doi":"10.14288/1.0108611","title":"UBC energy audit : laboratory ventilation and fume hoods","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Audit; Ventilation (architecture); Environmental science; Medicine; Engineering; Business; Mechanical engineering; Accounting","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001489619,0.0003392138,0.0003613748,0.00112402,0.0005459574,0.0007406356,0.0006234035,0.0004749452,0.00205434],"category_scores_gemma":[0.005899436,0.0002027724,0.0002121892,0.0009887109,0.0002741602,0.0005723933,0.0005414255,0.0005815537,0.0004163825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001673971,"about_ca_system_score_gemma":0.0014417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009022377,"about_ca_topic_score_gemma":0.01939047,"domain_scores_codex":[0.9969797,0.0007973312,0.0001745354,0.0002100698,0.001637553,0.000200833],"domain_scores_gemma":[0.9935995,0.00166389,0.001241002,0.0003637733,0.002906838,0.0002250274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001786218,0.001674774,0.6670813,0.0009159094,0.00009556244,0.001084422,0.001242229,0.02850551,0.02675626,0.000882381,0.008144848,0.2618306],"study_design_scores_gemma":[0.00004950301,0.004075375,0.8922815,0.0002415514,0.00008460318,0.0005294054,0.003121722,0.03264408,0.05334897,0.0003350134,0.01317348,0.0001147873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9824789,0.0002554617,0.006038957,0.0001750277,0.00003740751,0.000710492,0.001335109,0.0003385512,0.008630124],"genre_scores_gemma":[0.9895149,0.0001592606,0.005871105,0.0000616415,0.000008824622,0.0001120086,0.0006096003,0.00001925722,0.003643292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009022377,"threshold_uncertainty_score":0.01793975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00302926521888953,"score_gpt":0.1468132904002738,"score_spread":0.1437840251813843,"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."}}