{"id":"W2107208804","doi":"10.14877/agrmet2.sp09.0.157.0","title":"Prediction of soil-freezing depth in Tokachi Plain under global warming condition","year":2009,"lang":"en","type":"article","venue":"Journal of Agricultural Meteorology","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Environmental science; Global warming; Hydrology (agriculture); Climatology; Geology; Soil science; Atmospheric sciences; Climate change; Geotechnical engineering; Oceanography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000306978,0.00009724636,0.0002559413,0.00008123112,0.00004403999,0.00001364257,0.0001210653,0.0001038929,0.0003080115],"category_scores_gemma":[0.00003885905,0.00005933066,0.00008473725,0.0002147264,0.00003354282,0.0003119287,0.000004612677,0.0001734441,0.000006301282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000196666,"about_ca_system_score_gemma":0.00001792517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000465688,"about_ca_topic_score_gemma":0.008668521,"domain_scores_codex":[0.9989789,0.0001125172,0.0004407713,0.00009227412,0.0001747325,0.0002008057],"domain_scores_gemma":[0.9993944,0.00009446652,0.0003210725,0.00004362507,0.00007507212,0.00007137225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000244786,0.00007658792,0.9336623,0.00001681253,0.00004574954,0.00005449178,0.0004809524,0.01589222,0.03503084,0.0001475816,0.001044868,0.01330283],"study_design_scores_gemma":[0.000519016,0.0007961998,0.9954875,0.00003248175,0.00002797286,0.0005758227,0.0006186007,0.0002400599,0.0005656196,0.001027113,0.000048654,0.00006095694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967246,0.0005957883,0.00003223809,0.00091901,0.0004160098,0.00005449443,0.0002059865,0.000005398333,0.001046462],"genre_scores_gemma":[0.999007,0.000146188,0.0001392706,0.0002426586,0.0002664066,9.996619e-8,0.000189987,7.173005e-7,0.000007597734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06182523,"threshold_uncertainty_score":0.4837238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03328233203933309,"score_gpt":0.2487534885547779,"score_spread":0.2154711565154448,"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."}}