{"id":"W2011685631","doi":"10.1002/ceat.201200211","title":"Estimation of Mixing Ratio for Saturated Air over Water","year":2012,"lang":"en","type":"article","venue":"Chemical Engineering & Technology","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mixing ratio; Saturation (graph theory); Vapor pressure; Mixing (physics); Relative humidity; Thermodynamics; Water vapor; Humidity; Chemistry; Atmospheric pressure; Mechanics; Meteorology; Mathematics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004770648,0.0001287203,0.0001749154,0.0001273409,0.000009253928,0.000002906765,0.0001085325,0.0002275945,0.000008515676],"category_scores_gemma":[0.00005041045,0.0001167213,0.0000441357,0.0001386499,0.00002572728,0.0001121433,0.00002756051,0.0001361541,0.000004769933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006031618,"about_ca_system_score_gemma":0.000002959391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.947708e-7,"about_ca_topic_score_gemma":2.486378e-8,"domain_scores_codex":[0.999366,0.000001121473,0.0001829733,0.00008390741,0.00004675974,0.0003191956],"domain_scores_gemma":[0.9997409,0.00003006224,0.0000140034,0.0001578105,0.00001667332,0.00004054295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000386224,0.00001152355,0.0000133132,0.00009553815,0.00003000656,2.089399e-7,0.00003907179,0.08299312,0.9130232,0.002407281,0.00002522095,0.001357656],"study_design_scores_gemma":[0.0001417174,0.000004933848,0.000009253255,0.0000124763,0.000008673363,0.000003939987,0.000001402099,0.4536785,0.5456011,0.0002193359,0.0002399678,0.00007866934],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8189975,0.0001409069,0.1797791,0.00002941131,0.0002209387,0.0001051114,0.000005665228,0.0006687612,0.00005257102],"genre_scores_gemma":[0.9936231,0.000002033068,0.006183529,0.000004567336,0.00005888218,0.00003930794,0.00004221718,0.00004054194,0.000005799256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3706854,"threshold_uncertainty_score":0.4759758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004158640790513775,"score_gpt":0.1981711535691175,"score_spread":0.1940125127786037,"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."}}