{"id":"W2100133434","doi":"10.1002/hyp.9382","title":"Monitoring the melt season length of the Barnes Ice Cap over the 1979–2010 period using active and passive microwave remote sensing data","year":2012,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Environmental science; Arctic; Climatology; Microwave radiometer; Brightness temperature; Special sensor microwave/imager; Microwave; Radiometer; Scatterometer; Remote sensing; Geology; Wind speed; Oceanography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0002954454,0.0002381974,0.0001748295,0.00115295,0.0003962443,0.0003488927,0.0003359818,0.0001449037,0.0005080589],"category_scores_gemma":[0.0006485707,0.0001041427,0.0001085904,0.001173479,0.0001609081,0.0001995474,0.0002825398,0.000138967,0.0001249174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001818738,"about_ca_system_score_gemma":0.0009437914,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5316362,"about_ca_topic_score_gemma":0.7810581,"domain_scores_codex":[0.9998259,0.00001715643,0.000009497316,0.00003969764,0.00007274171,0.00003506754],"domain_scores_gemma":[0.9991785,0.00005389946,0.0002178571,0.00002371946,0.0004140867,0.0001119584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001903765,0.00004117317,0.9839365,0.000027648,0.0000553059,0.00006752861,0.0002204128,0.0007913607,0.005399443,0.00003444406,0.0008482948,0.008387506],"study_design_scores_gemma":[0.000003348709,0.00001263624,0.9980012,0.000003869544,0.000007383975,0.000009325393,0.00008233276,0.0008313808,0.0004413927,0.000002668416,0.0006014757,0.0000030401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970373,0.000107806,0.0001227128,0.0000178596,0.000005712017,0.0000134914,0.001937096,0.00001373581,0.0007444535],"genre_scores_gemma":[0.9956936,0.00006527096,0.0004025362,0.00001047867,0.0000109956,0.00001692006,0.003441038,0.000003378077,0.0003557261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5316362,"threshold_uncertainty_score":0.9422442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0757288190932511,"score_gpt":0.2668016306372246,"score_spread":0.1910728115439735,"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."}}