{"id":"W7025056711","doi":"","title":"Validating Canadian land surface scheme heat fluxes under subarctic tundra conditions","year":2002,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Neutrino Physics Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centres de Recerca de Catalunya; McMaster University","keywords":"Permafrost; Subarctic climate; Tundra; Peat; Water content; Subsoil; Latent heat; Soil water","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004652006,0.0005105189,0.0003295254,0.0002630512,0.0008860455,0.0008226575,0.0009486037,0.000434564,0.001318679],"category_scores_gemma":[0.0009348485,0.0002117194,0.0004010923,0.0004410309,0.0003548231,0.0003573477,0.0003256276,0.0003325104,0.0002005187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005172622,"about_ca_system_score_gemma":0.003864737,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9013788,"about_ca_topic_score_gemma":0.8763241,"domain_scores_codex":[0.9997898,0.0000348654,0.000008390405,0.00003756913,0.000054388,0.00007511459],"domain_scores_gemma":[0.9995418,0.00007630714,0.00002432597,0.00004612487,0.0002565722,0.00005498441],"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":[0.0003801732,0.0001607949,0.1018866,0.00006441393,0.00008280612,0.0001217157,0.0001580793,0.8736693,0.005872239,0.0008715603,0.001468407,0.01526391],"study_design_scores_gemma":[0.0001181169,0.00008137221,0.04007105,0.000008536314,0.00002292275,0.00001499748,0.0001636174,0.9538696,0.004027921,0.0001340897,0.001458253,0.00002942801],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994375,0.00003565201,0.001459594,0.00004629117,0.00001639076,0.00002539974,0.001054845,0.0003007351,0.002686121],"genre_scores_gemma":[0.996832,0.00002018515,0.001895066,0.00001698418,0.000001532772,0.00001264883,0.0006108312,0.00003519272,0.0005756639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09862119,"threshold_uncertainty_score":0.198404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0252972458437179,"score_gpt":0.277104000447068,"score_spread":0.2518067546033501,"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."}}