{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001979808,0.0009884185,0.000832401,0.002627507,0.002989969,0.003914611,0.001789657,0.001585012,0.4894399],"category_scores_gemma":[0.00811517,0.0003553683,0.0006082414,0.002277172,0.0007083687,0.003074673,0.002838235,0.002733407,0.3371073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001906827,"about_ca_system_score_gemma":0.003184847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004641657,"about_ca_topic_score_gemma":0.00445117,"domain_scores_codex":[0.9988493,0.0001849824,0.0001009651,0.0002434523,0.0004864565,0.0001348963],"domain_scores_gemma":[0.9962125,0.0004753803,0.0001386884,0.0004098116,0.002127691,0.0006359933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003330969,0.00002041286,0.0001776119,0.0001213278,0.000002524967,0.00005269567,0.0001374012,0.00004404492,0.0001114798,0.004310549,0.9533368,0.04165183],"study_design_scores_gemma":[0.000002841236,0.00001109065,0.0003385439,0.00007509445,0.00000105266,0.00004209915,0.00009154456,0.0000135843,0.00003733896,0.0009808114,0.9984034,0.000002751786],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002346784,0.008813869,0.005530108,0.02089586,0.09057309,0.0008503168,0.0231174,0.001875295,0.8459972],"genre_scores_gemma":[0.00826599,0.005270412,0.003926059,0.005280509,0.0122308,0.0005347708,0.02641846,0.001058975,0.937014],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5105602,"threshold_uncertainty_score":0,"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."}}