{"id":"W7100544920","doi":"","title":"Published online in Wiley InterScience (www.interscience.wiley.com). DOI: 10.1002/hyp.6123 Boundary-layer growth over snow and soil patches: field observations","year":2016,"lang":"en","type":"article","venue":"","topic":"Corporeality, Perception, and Education","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snow; Boundary layer; Advection; Snowmelt; Field (mathematics); Thermal","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004605516,0.0002235136,0.0002241003,0.0002686105,0.0004357413,0.0008415626,0.0003894231,0.00008048725,0.0202298],"category_scores_gemma":[0.0004060181,0.0001521695,0.00007924916,0.000187785,0.0006619091,0.002368751,0.0001350239,0.000155835,0.000112789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001424015,"about_ca_system_score_gemma":0.0002080295,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01020575,"about_ca_topic_score_gemma":0.1047233,"domain_scores_codex":[0.9981903,0.00005896603,0.0004704181,0.0005442371,0.0003238815,0.0004121567],"domain_scores_gemma":[0.9987629,0.0003010659,0.0001293729,0.0003637038,0.0002857596,0.0001572014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001048411,0.001058763,0.2957031,0.0001006638,0.00003293977,0.000004101234,0.1272801,0.000001581837,0.001710606,0.04962708,0.4887142,0.03566209],"study_design_scores_gemma":[0.002727367,0.001017311,0.4363003,0.00140312,0.00007370768,0.00001782895,0.06164326,0.001470635,0.0006518295,0.05309879,0.4397471,0.001848749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9681237,0.00005225793,0.0004594873,0.01297215,0.001129613,0.0002019432,0.00005827173,0.0001039597,0.01689859],"genre_scores_gemma":[0.9439921,0.0002050625,0.0001237549,0.002073222,0.0005517114,0.00003216516,0.00005836426,0.00001461219,0.05294899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1405972,"threshold_uncertainty_score":0.9963854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07044311516848199,"score_gpt":0.269639906238027,"score_spread":0.199196791069545,"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."}}