{"id":"W4399460250","doi":"10.52381/icop2024.217.1","title":"Climate warming and the progression of winter road degradation in northern Canada","year":2024,"lang":"en","type":"report","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"KGS Group (Canada)","funders":"","keywords":"Terrain; Climate change; Geography; Environmental science; Physical geography; Ecology; Cartography","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":[0.0003304648,0.0002431338,0.0002568058,0.001170337,0.005908537,0.002368516,0.0007748592,0.0004182088,0.003649872],"category_scores_gemma":[0.00115025,0.0001808337,0.0004197477,0.003041685,0.001320931,0.0004593572,0.0009752979,0.0007722434,0.0002158463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04843331,"about_ca_system_score_gemma":0.05627971,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9977518,"about_ca_topic_score_gemma":0.9990878,"domain_scores_codex":[0.9993368,0.00002793131,0.00001971221,0.00006871635,0.0001917381,0.0003551802],"domain_scores_gemma":[0.9987349,0.00003774673,0.0001707327,0.0000384794,0.0007486747,0.0002694828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000166356,0.00007445651,0.9237747,0.0001696551,0.00009109613,0.001837717,0.01211269,0.002998409,0.0020703,0.002039002,0.008108544,0.04655698],"study_design_scores_gemma":[0.000002979042,0.00001814562,0.9723985,0.00005351979,0.00002082737,0.0002095031,0.01506801,0.0004865438,0.0002416621,0.0001759817,0.01130122,0.00002305841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713897,0.001661161,0.0002069284,0.001817093,0.0000355236,0.00003813063,0.002368563,0.00005351839,0.02242938],"genre_scores_gemma":[0.9941229,0.001018014,0.0002228579,0.000139578,0.000006313387,0.000008578863,0.0005816997,0.00001019948,0.003889925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04843331,"threshold_uncertainty_score":0.3514099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03559272067344756,"score_gpt":0.272792824661985,"score_spread":0.2372001039885375,"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."}}