{"id":"W6996931119","doi":"","title":"Temporal Deep Learning Approach to Bedfast and Floating Thermokarst Lake Ice Mapping using SAR imagery: Old Crow Flats, Yukon, Canada","year":2021,"lang":"en","type":"dissertation","venue":"UWSpace (University of Waterloo)","topic":"Rabbits: Nutrition, Reproduction, Health","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thermokarst; Permafrost; Arctic; Cryosphere; Synthetic aperture radar; Shelf ice; Snow; Sea ice","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":[0.0001687475,0.0005918361,0.0002089106,0.0009478597,0.0005603686,0.000611953,0.0006592014,0.0002708208,0.0008629017],"category_scores_gemma":[0.0003058206,0.0001856027,0.0003400891,0.001509989,0.0002656182,0.0002536657,0.0003546858,0.0003433949,0.0001345951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00455887,"about_ca_system_score_gemma":0.005966004,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9509881,"about_ca_topic_score_gemma":0.9679886,"domain_scores_codex":[0.999892,0.000005054769,0.000004148386,0.00002687094,0.00002172231,0.00005015536],"domain_scores_gemma":[0.9998778,0.000009666644,0.000009727086,0.000007094559,0.00007883115,0.00001684387],"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":[0.000278395,0.0002224393,0.1113955,0.0001668183,0.0003000754,0.0008260991,0.0003502575,0.5478311,0.0155565,0.002891516,0.02142343,0.2987579],"study_design_scores_gemma":[0.00001050027,0.00001220699,0.03265765,0.00001299661,0.00003457472,0.00002448427,0.0003089247,0.9617583,0.001857224,0.0005113557,0.002795112,0.00001672251],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9400605,0.001820601,0.03812802,0.0009684841,0.00009789774,0.0001267168,0.008566476,0.001464045,0.008767332],"genre_scores_gemma":[0.965602,0.0005145799,0.01777657,0.00007891151,0.00001575127,0.00002357108,0.008316182,0.00005070465,0.007621745],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04901189,"threshold_uncertainty_score":0.09860098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01580448770935221,"score_gpt":0.1908099165041541,"score_spread":0.1750054287948019,"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."}}