{"id":"W3034339513","doi":"","title":"A multi-season investigation of turbulent heat flux and its parameterisation on glacier surfaces, Purcell Mountains, Canada","year":2018,"lang":"en","type":"article","venue":"EGUGA","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Glacier; Turbulence; Geology; Flux (metallurgy); Meteorology; Heat flux; Atmospheric sciences; Climatology; Geography; Geomorphology; Physics; Heat transfer; Mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002753217,0.0003336335,0.0003570035,0.000871015,0.002015238,0.0009596166,0.0006408335,0.000503161,0.0007680905],"category_scores_gemma":[0.0004640863,0.0002841647,0.0003737572,0.001121277,0.0005414008,0.0003273826,0.0002775868,0.0003678491,0.0001183224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004765565,"about_ca_system_score_gemma":0.003676568,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9394101,"about_ca_topic_score_gemma":0.9522719,"domain_scores_codex":[0.9998698,0.000009210066,0.000004665797,0.00003027431,0.00003072392,0.00005525387],"domain_scores_gemma":[0.9997047,0.00005185865,0.00002528729,0.00001824024,0.0001287922,0.0000711359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000892297,0.0003871015,0.9301324,0.0000762704,0.0002232821,0.0005676171,0.001982092,0.02691996,0.02573836,0.0003566758,0.001208393,0.01151552],"study_design_scores_gemma":[0.00001269045,0.000021622,0.9916704,0.000004150398,0.000015932,0.00002632777,0.0004283408,0.00675577,0.000672037,0.00001691352,0.0003628405,0.00001312625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992525,0.00002187194,0.00006397105,0.0000100671,0.000001348075,0.000005818388,0.0002905704,0.000008359179,0.0003455167],"genre_scores_gemma":[0.9992015,0.00002045748,0.00009244116,0.000005723412,0.000001216214,0.000005210917,0.0004131843,0.000004900795,0.0002554014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06058991,"threshold_uncertainty_score":0.1218934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02867258296893511,"score_gpt":0.2159056800727651,"score_spread":0.18723309710383,"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."}}