{"id":"W4385152499","doi":"10.4095/331800","title":"Permafrost degradation and geochemistry project","year":2023,"lang":"en","type":"report","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Permafrost; Geochemistry; Geology; Degradation (telecommunications); Earth science; Oceanography; Engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002882805,0.001348254,0.000897868,0.001534793,0.0008577728,0.001532284,0.00163231,0.001015801,0.01054068],"category_scores_gemma":[0.001460902,0.0004921582,0.0006464629,0.002189935,0.000341929,0.00102707,0.001184067,0.0009304925,0.00375477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003135469,"about_ca_system_score_gemma":0.01646957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2458292,"about_ca_topic_score_gemma":0.2160761,"domain_scores_codex":[0.9986519,0.0002504959,0.00003963538,0.0001082198,0.0007427485,0.000206959],"domain_scores_gemma":[0.998273,0.0001975256,0.0001265237,0.0001486159,0.0009096562,0.0003446589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.003923791,0.001161948,0.03576763,0.0007055636,0.000228404,0.000471472,0.0002492029,0.005251718,0.002830508,0.00830834,0.8232548,0.1178465],"study_design_scores_gemma":[0.0005045584,0.0004019518,0.1309487,0.0001633564,0.0001753452,0.0003283957,0.0004164258,0.006123931,0.01859375,0.002229049,0.8400611,0.00005349727],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.05321171,0.004498132,0.004924487,0.00578464,0.001756927,0.0009167608,0.6755994,0.00108908,0.2522189],"genre_scores_gemma":[0.1110766,0.007011748,0.01891707,0.001669146,0.0003684937,0.001646908,0.4822778,0.0004735736,0.3765587],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2458292,"threshold_uncertainty_score":0.4887965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1681638691397726,"score_gpt":0.330356568485107,"score_spread":0.1621926993453344,"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."}}