{"id":"W3046228740","doi":"10.5194/tc-15-389-2021","title":"Macroscopic water vapor diffusion is not enhanced in snow","year":2021,"lang":"en","type":"article","venue":"The cryosphere","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Center for Northern Studies; Bio-K+ International (Canada)","funders":"Fondation BNP Paribas; BNP Paribas Cardif","keywords":"Snow; Sublimation (psychology); Water vapor; Diffusion; Chemical physics; Chemistry; Vapor pressure; Water transport; Atmospheric sciences; Thermodynamics; Materials science; Environmental science; Meteorology; Soil science; Water flow; Physics; Organic chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001128847,0.0001523903,0.0001923054,0.000005595753,0.0003110977,0.00007580095,0.0002078123,0.00006981641,0.02317363],"category_scores_gemma":[0.00001405108,0.00009063652,0.0000739605,0.0002805797,0.00006309692,0.00008849726,0.00005321531,0.0001673493,0.0007390201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008652215,"about_ca_system_score_gemma":0.00003840042,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004549002,"about_ca_topic_score_gemma":0.08907529,"domain_scores_codex":[0.9987637,0.00005009745,0.0002441534,0.000310473,0.0002284451,0.0004030931],"domain_scores_gemma":[0.999401,0.0001201716,0.00003919777,0.0003233093,0.00005283508,0.00006343476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001013124,0.0001459667,0.7890245,0.00006950465,0.00008304772,0.0001463158,0.00952645,0.002112484,0.006500883,0.00007888033,0.01750429,0.1747063],"study_design_scores_gemma":[0.0005164407,0.00004611359,0.8825294,0.0000376005,0.00001612376,0.000005278322,0.001561579,0.002176432,0.005827478,0.0005052772,0.1065507,0.0002275661],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912305,0.001151015,0.0001774852,0.002208728,0.0006567539,0.0001519862,0.00003529327,0.00003175783,0.004356425],"genre_scores_gemma":[0.984013,0.0003016939,0.0003458501,0.002611086,0.00013306,0.000005538125,0.00006587969,0.000005854987,0.01251805],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1744788,"threshold_uncertainty_score":0.9777193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01516338745739743,"score_gpt":0.2202758095351293,"score_spread":0.2051124220777318,"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."}}