{"id":"W7148192070","doi":"","title":"Spectral Albedo as a Tool to Understand Sunlight Behavior Inside and Through Sea Ice","year":2025,"lang":"en","type":"article","venue":"theses.fr (ABES)","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Canada First Research Excellence Fund; Université Laval","keywords":"Albedo (alchemy); Environmental factor; Sea ice; Ultraviolet radiation","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002659682,0.0004490435,0.0002275646,0.001769399,0.0002201701,0.0007584608,0.0002534476,0.0002632019,0.001498449],"category_scores_gemma":[0.0005020033,0.0001852418,0.0003332664,0.0008369571,0.0002146913,0.0007760185,0.0002956142,0.00032962,0.0004898611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002669381,"about_ca_system_score_gemma":0.0001994041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006761862,"about_ca_topic_score_gemma":0.008040756,"domain_scores_codex":[0.9999263,0.00001087602,0.000003182651,0.00002303781,0.00002332394,0.00001322653],"domain_scores_gemma":[0.9998502,0.00005027072,0.00002456161,0.00001879046,0.00003918128,0.00001702564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003895721,0.0002024548,0.3324536,0.0004332174,0.0003220968,0.0003252176,0.0008914912,0.1540973,0.2257002,0.006081508,0.002919535,0.2761838],"study_design_scores_gemma":[0.00002685641,0.0001005249,0.3772812,0.0000698786,0.000140056,0.0003200824,0.0007096065,0.5611034,0.04397282,0.003720076,0.01245269,0.0001029044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7339255,0.001493146,0.2410571,0.000186688,0.0001050337,0.00009317339,0.002424731,0.003164202,0.01755042],"genre_scores_gemma":[0.9513784,0.0007014752,0.04443197,0.00003648719,0.00003256053,0.00004119211,0.0008752208,0.0002991394,0.002203456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006761862,"threshold_uncertainty_score":0.01344496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01607541372520469,"score_gpt":0.2495261837688428,"score_spread":0.2334507700436381,"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."}}