{"id":"W2404519484","doi":"10.1080/07055900.2016.1165178","title":"Pre-Melt Energy Budget of an Arctic Snowpack on Landfast First-Year Sea Ice","year":2016,"lang":"en","type":"article","venue":"ATMOSPHERE-OCEAN","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba; University of Winnipeg","keywords":"Snowpack; Snow; Energy budget; Arctic; Sea ice; Environmental science; Climatology; Atmospheric sciences; Geology; Geomorphology; Oceanography; Physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"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":[0.0001810792,0.0004480227,0.0005520891,0.001015137,0.001178708,0.0007611503,0.0004129886,0.0003336199,0.0007345154],"category_scores_gemma":[0.000229799,0.0002730055,0.0005417175,0.0009149252,0.0003557858,0.0004538071,0.0003170542,0.0002747418,0.0001639905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002604726,"about_ca_system_score_gemma":0.00139209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2666217,"about_ca_topic_score_gemma":0.315809,"domain_scores_codex":[0.9998987,0.000004959029,0.000005076213,0.00001933208,0.00003481769,0.00003705334],"domain_scores_gemma":[0.999892,0.00001249676,0.00001388943,0.000005420866,0.00004776023,0.00002830196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001730199,0.0003521351,0.7425457,0.0001818124,0.0003813795,0.0008336182,0.0007808972,0.03150029,0.2016879,0.0003654502,0.0004245114,0.01921606],"study_design_scores_gemma":[0.00001953393,0.00009984308,0.976138,0.00000986277,0.00004068434,0.00005844672,0.0002140181,0.01533649,0.007490678,0.00004583424,0.0005291883,0.00001741501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994234,0.00004137991,0.0001106254,0.0000064205,0.000001868813,0.000004026523,0.0001712603,0.000008344168,0.0002326334],"genre_scores_gemma":[0.9987954,0.0000463444,0.0002055041,0.000006835068,0.000002155296,0.000005595175,0.0007309475,0.00001105379,0.000196241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2666217,"threshold_uncertainty_score":0.5301396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01078786791148826,"score_gpt":0.2036931619418433,"score_spread":0.192905294030355,"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."}}