{"id":"W2611644039","doi":"","title":"Climate change, permafrost thaw and lake-side debris flows at Eskimo Lakes, Tuktoyaktuk Coastlands, Canada","year":2011,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dawson College","funders":"","keywords":"Permafrost; Debris; Climate change; Physical geography; Geology; Hydrology (agriculture); Oceanography; Environmental science; Geography; Geotechnical engineering","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":[0.000160361,0.0001887904,0.0002732367,0.001147126,0.001691789,0.001066253,0.0006445383,0.0004296195,0.002837969],"category_scores_gemma":[0.0004663619,0.0002216278,0.0003878063,0.001856438,0.000599757,0.0004344971,0.0006856956,0.0003112211,0.000236642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01169633,"about_ca_system_score_gemma":0.01397641,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.992531,"about_ca_topic_score_gemma":0.9966553,"domain_scores_codex":[0.9998662,0.000006841731,0.00000843088,0.00001922676,0.00002171879,0.00007747823],"domain_scores_gemma":[0.9996316,0.00002827933,0.00004901355,0.00001046913,0.0001584833,0.0001221258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001475629,0.00003346305,0.9897008,0.00004278084,0.00008139525,0.0002962219,0.002119452,0.001068817,0.0007379907,0.0002594875,0.001243483,0.004268458],"study_design_scores_gemma":[0.000005102629,0.000004082547,0.996588,0.00001275851,0.00001368825,0.00002307164,0.002261027,0.000526287,0.0000660395,0.00002135565,0.0004718076,0.000006816809],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973775,0.0001351217,0.00002417212,0.00008144254,0.000003096721,0.000006761634,0.001558427,0.000006238366,0.0008072045],"genre_scores_gemma":[0.9970796,0.0001331356,0.00005528738,0.00001715263,0.000002339273,0.000006545492,0.001113143,0.00000382119,0.001588933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01169633,"threshold_uncertainty_score":0.08486319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02821225043614058,"score_gpt":0.2067422869014479,"score_spread":0.1785300364653073,"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."}}