{"id":"W2888004421","doi":"10.1115/1.4041185","title":"Effect of Moisture Transfer Through a Semipermeable Membrane on Condensation/Frosting Limit","year":2018,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Solar-Powered Water Purification Methods","field":"Energy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada; University of Saskatchewan","keywords":"Semipermeable membrane; Frost (temperature); Condensation; Membrane; Moisture; Humidity; Chemistry; Relative humidity; Materials science; Chromatography; Thermodynamics; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001718203,0.0003002595,0.0007039612,0.0001926793,0.0001338316,0.00003950265,0.0003225954,0.0002595893,0.0007623477],"category_scores_gemma":[0.0002049971,0.0002219063,0.000378138,0.0003403998,0.0001725351,0.0003429859,0.000005756604,0.0005328814,0.00003963398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000838799,"about_ca_system_score_gemma":0.00007808532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001058962,"about_ca_topic_score_gemma":0.0000313965,"domain_scores_codex":[0.9969813,0.000793391,0.0009846666,0.000255672,0.0006415262,0.0003434863],"domain_scores_gemma":[0.9982148,0.0007962633,0.00003832814,0.0003633464,0.0004567737,0.0001304538],"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":[0.00233136,0.0001915077,0.0009495713,0.0002600719,0.000333864,0.00003330888,0.005415806,0.002861843,0.9813429,0.002915502,0.0003056898,0.003058557],"study_design_scores_gemma":[0.003040963,0.0027418,0.0009618475,0.0002835761,0.0002286835,0.000159761,0.00009069716,0.0001762013,0.9844183,0.0003577784,0.007323904,0.0002164512],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637676,0.0002973164,0.0250759,0.0006798753,0.0007306475,0.0002531126,0.00001609656,0.00004046478,0.009138928],"genre_scores_gemma":[0.9964057,0.00007152597,0.002238692,0.000397003,0.0005854482,0.000007346005,0.000005396504,0.0000617329,0.00022721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03263799,"threshold_uncertainty_score":0.9049076,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02516307616170691,"score_gpt":0.3011931549076762,"score_spread":0.2760300787459692,"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."}}