{"id":"W4388286428","doi":"10.2139/ssrn.4622083","title":"A Limited Evaporation Model for Flashing Applications","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Fluid Dynamics and Thin Films","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Flashing; Evaporation; Environmental science; Computer science; Process engineering; Materials science; Engineering; Meteorology; Physics; Metallurgy","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":[0.0002721022,0.0006536785,0.0009550197,0.0004613769,0.0005427245,0.00100703,0.001378567,0.002085878,0.005885411],"category_scores_gemma":[0.001113715,0.0003583196,0.0007585807,0.0004971874,0.0006919127,0.002209429,0.0008797977,0.001136239,0.000786951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006510048,"about_ca_system_score_gemma":0.0006429477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002727228,"about_ca_topic_score_gemma":0.001466224,"domain_scores_codex":[0.9998884,0.00002855792,0.000005743022,0.00002176331,0.00003392193,0.00002158607],"domain_scores_gemma":[0.9997675,0.0001045356,0.00001834285,0.00002539023,0.00005991991,0.00002428274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000867438,0.0001457534,0.0003203746,0.0002837006,0.00004085033,0.0004357476,0.0001028769,0.7168937,0.01469351,0.2522067,0.005476725,0.009313305],"study_design_scores_gemma":[0.000009867644,0.00000874902,0.00006516571,0.000008490101,0.000005407914,0.00002960461,0.000009822613,0.979142,0.0005225532,0.01924798,0.000943499,0.000006922999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2033006,0.009790478,0.6532513,0.004553874,0.0008216536,0.0002206073,0.0009510148,0.000536676,0.1265738],"genre_scores_gemma":[0.9066933,0.003059,0.01450354,0.0004686326,0.0002238459,0.0001940326,0.0003538649,0.0002195228,0.07428423],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005885411,"threshold_uncertainty_score":0.01968873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02061702534766733,"score_gpt":0.2454030589745495,"score_spread":0.2247860336268822,"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."}}