{"id":"W4243286727","doi":"10.2166/nh.2006.0015","title":"Preface","year":2006,"lang":"en","type":"article","venue":"Hydrology research","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006674769,0.00005502644,0.00008023075,0.0001131648,0.0002048075,0.00003081676,0.0001864026,0.00008225197,0.03095972],"category_scores_gemma":[0.00001980933,0.00004464896,0.00002243464,0.0002319763,0.0002037938,0.00006386104,0.00001744949,0.0002412489,0.005175522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002432115,"about_ca_system_score_gemma":0.00002316977,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02032352,"about_ca_topic_score_gemma":0.05968747,"domain_scores_codex":[0.9988273,0.000162239,0.00009014353,0.0001906242,0.0002371666,0.0004925293],"domain_scores_gemma":[0.9994768,0.0002465641,0.00001092707,0.0001618487,0.00004185156,0.00006200419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002749279,0.00001175476,0.9728594,0.000005149056,0.000002201315,0.00004082774,0.00005278679,0.0001710668,0.0006106286,0.000141717,0.02493535,0.001141651],"study_design_scores_gemma":[0.0001743869,0.0001494675,0.8283554,0.000002468527,0.000001611287,0.00002787953,0.00003524992,0.003840595,0.0002167288,0.005246514,0.1618658,0.00008396268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8661295,0.0006664788,0.000001962737,0.001288186,0.0001009417,0.00008559772,0.0001781918,0.00002233149,0.1315268],"genre_scores_gemma":[0.9945329,0.0000562993,0.00001802727,0.0001361469,0.0003085718,0.000001692387,0.0007909397,0.000002218789,0.004153142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.144504,"threshold_uncertainty_score":0.9955991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1128627858840648,"score_gpt":0.3416790123846952,"score_spread":0.2288162265006304,"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."}}