{"id":"W2330842223","doi":"10.5194/acpd-12-30409-2012","title":"Relationship between snow microstructure and physical and chemical processes","year":2012,"lang":"en","type":"article","venue":"","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; SNC-Lavalin (Canada); Takuvik Joint International Laboratory; University of Toronto","funders":"Göteborgs Universitet; Centre National de la Recherche Scientifique; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; National Science Foundation","keywords":"Snow; Reactivity (psychology); Environmental science; Scale (ratio); Focus (optics); Meteorology; Geography; Physics; Optics","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":[0.0001370237,0.0001203594,0.0001628379,0.0002393838,0.0001274365,0.0004008879,0.00008170633,0.0001364517,0.0008236658],"category_scores_gemma":[0.0003403252,0.00009973744,0.0001685062,0.000269304,0.00013884,0.0002613692,0.0001279678,0.0001201333,0.0001066787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002916157,"about_ca_system_score_gemma":0.0002293796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003986856,"about_ca_topic_score_gemma":0.005292262,"domain_scores_codex":[0.9999442,0.000009942342,0.000004446469,0.00001421656,0.00001787396,0.000009382336],"domain_scores_gemma":[0.9998077,0.00005718247,0.00007546172,0.000007623908,0.00003826005,0.00001386536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004654808,0.0001082539,0.693974,0.0007023257,0.0008229131,0.0005187499,0.0002197112,0.01377742,0.2489149,0.00205485,0.000608541,0.03783285],"study_design_scores_gemma":[0.000009866451,0.000166182,0.9468919,0.00003713694,0.000136873,0.000227943,0.0002528644,0.01465094,0.0327438,0.001644475,0.003221211,0.00001692284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925863,0.003829665,0.001255578,0.00007417158,0.00002083351,0.00001443449,0.0003392225,0.00001073317,0.001869051],"genre_scores_gemma":[0.9977052,0.001513121,0.0002756113,0.00001321839,0.000009238511,0.000003379334,0.0001281509,0.000002724876,0.0003493259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003986856,"threshold_uncertainty_score":0.007927299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02688616626639884,"score_gpt":0.2585139554207501,"score_spread":0.2316277891543513,"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."}}