{"id":"W4247921353","doi":"10.5194/acpd-13-6131-2013","title":"Diffusion of volatile organics through porous snow: impact of surface adsorption and grain boundaries","year":2013,"lang":"en","type":"preprint","venue":"","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Snow; Snowpack; Diffusion; Sublimation (psychology); Thermal diffusivity; Adsorption; Chemistry; Porosity; Trace gas; Analytical Chemistry (journal); Environmental chemistry; Thermodynamics; Geology; Physical chemistry; Geomorphology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001178806,0.000260645,0.0002154415,0.00014539,0.0001902257,0.0004179362,0.0001938988,0.000190221,0.0005569718],"category_scores_gemma":[0.0003133917,0.0001477732,0.0002662102,0.00009551241,0.0002632182,0.0003600497,0.0002037552,0.0002352744,0.00009447523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000443333,"about_ca_system_score_gemma":0.0002372572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008690672,"about_ca_topic_score_gemma":0.004326456,"domain_scores_codex":[0.9999319,0.00000619576,0.000003080033,0.00001992186,0.00001684309,0.00002203894],"domain_scores_gemma":[0.9998509,0.00007962023,0.00002324309,0.000008837997,0.00002490991,0.00001252758],"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":[0.0001901033,0.00002598867,0.00775589,0.00009053832,0.00002594102,0.00009802017,0.00004990902,0.008333018,0.9805273,0.0002048958,0.00004744681,0.002650996],"study_design_scores_gemma":[0.00003867215,0.000268735,0.02912931,0.00001577275,0.00004211934,0.0001150645,0.0001541249,0.1701758,0.7990401,0.0002936051,0.0007060742,0.00002049673],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974743,0.0002269458,0.001889717,0.00001575409,0.000005412015,0.000006892719,0.00009496385,0.00001844571,0.0002675738],"genre_scores_gemma":[0.9992276,0.000142886,0.0004299446,0.000003475093,0.000001326753,0.000002907744,0.00006987397,0.000003732421,0.0001182913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008690672,"threshold_uncertainty_score":0.01728022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02053199461604477,"score_gpt":0.2428668149770463,"score_spread":0.2223348203610016,"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."}}