{"id":"W2790377049","doi":"10.4095/263373","title":"Permafrost science at ESS: a workshop on GSC/CCRS scientific opportunities","year":2010,"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":"Natural Resources Canada","funders":"","keywords":"Permafrost; Data science; Computer science; Geology; Oceanography","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":[0.02302698,0.002176178,0.0008888491,0.003545838,0.006311607,0.006983099,0.004073669,0.010456,0.02843967],"category_scores_gemma":[0.006286129,0.000981021,0.001774546,0.002964214,0.002124423,0.003039832,0.01097538,0.006742332,0.00526597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01954865,"about_ca_system_score_gemma":0.06827455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1635464,"about_ca_topic_score_gemma":0.3567722,"domain_scores_codex":[0.9910843,0.001323998,0.0003812468,0.000847602,0.003663659,0.002699229],"domain_scores_gemma":[0.9804091,0.0008135898,0.0002525959,0.0004355906,0.007935672,0.01015346],"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":[0.0002106274,0.0006112388,0.003442625,0.0005745993,0.00002611857,0.002322865,0.003367615,0.001338701,0.003097894,0.005225849,0.9290392,0.05074263],"study_design_scores_gemma":[0.00003282933,0.00005544603,0.002850078,0.0003337855,0.000005601458,0.0001937373,0.003499553,0.0001809002,0.0005122287,0.0006669664,0.9916409,0.00002788911],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.05805889,0.03251888,0.01089146,0.5894682,0.1260476,0.007453508,0.01062362,0.0007597483,0.1641781],"genre_scores_gemma":[0.1344703,0.02863074,0.0228237,0.06134823,0.01803052,0.003896571,0.01254106,0.0008098742,0.7174491],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1635464,"threshold_uncertainty_score":0.3251889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1976171298322909,"score_gpt":0.3168203851414451,"score_spread":0.1192032553091542,"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."}}