{"id":"W7036771318","doi":"","title":"Contaminant removal effectiveness of displacement ventilation systems during heating season: summary results from three field studies","year":2012,"lang":"en","type":"article","venue":"NPARC","topic":"Subterranean biodiversity and taxonomy","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Displacement ventilation; ASHRAE 90.1; Ceiling (cloud); Ventilation (architecture); Indoor air quality; Energy recovery ventilation; Natural ventilation; Stratification (seeds)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005217128,0.00008659213,0.0001837255,0.00003089231,0.0001454056,0.00001488335,0.000080112,0.00004250903,0.0001259101],"category_scores_gemma":[0.00007176698,0.00007252622,0.00004308802,0.00005958561,0.00003363247,0.0002121314,0.00002214009,0.00006308028,0.00002404904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001142216,"about_ca_system_score_gemma":0.000008473346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001213108,"about_ca_topic_score_gemma":0.0003548255,"domain_scores_codex":[0.9991983,0.0001252479,0.000172758,0.0001439841,0.0001736535,0.0001860188],"domain_scores_gemma":[0.999,0.0006918467,0.0001039755,0.000121419,0.00002816787,0.00005465662],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001027133,0.00001583848,0.9947842,0.0001487942,0.00007962278,0.00001089142,0.0004474495,0.0002791333,0.0007254906,0.0000167717,0.00006214459,0.002402476],"study_design_scores_gemma":[0.000828373,0.00008954365,0.9908733,0.0003625818,0.00003940984,0.000005221939,0.0009411682,0.001121654,0.00528476,0.00004158713,0.0003030743,0.0001093149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926965,0.00130085,0.0001092528,0.00001792208,0.0006917549,0.0002105048,0.0001427629,0.00001545958,0.004815026],"genre_scores_gemma":[0.9993727,0.00002975384,0.0003122021,0.000005580554,0.0001352244,0.000001140517,0.0001049765,0.000001162295,0.00003724322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006676249,"threshold_uncertainty_score":0.2957534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04935753039507332,"score_gpt":0.2321047403800603,"score_spread":0.182747209984987,"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."}}