{"id":"W2249568116","doi":"","title":"Review of Ice Modeling Methodology","year":2007,"lang":"en","type":"article","venue":"NPARC","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sea ice; Subarctic climate; Environmental science; Arctic; Ice formation; Engineering; Meteorology; Marine engineering; Climatology; Geology; Oceanography; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001463162,0.00005452857,0.0001524416,0.00002853048,0.00003787075,0.000001810836,0.0001156689,0.00003377888,0.002680595],"category_scores_gemma":[0.0002292774,0.00004319609,0.00004459745,0.0001109148,0.00004225283,0.00004980721,0.000006955215,0.00008538934,0.00004847044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001569119,"about_ca_system_score_gemma":0.00002442005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002360437,"about_ca_topic_score_gemma":0.00009895393,"domain_scores_codex":[0.999348,0.00005743061,0.0002108872,0.0001000582,0.0001087638,0.0001748207],"domain_scores_gemma":[0.9993546,0.0003822464,0.00005613972,0.0001111028,0.00004252749,0.00005337096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001097252,0.00003526786,0.06551766,0.004551369,0.00006259673,0.00003108141,0.0006233138,0.003652671,0.0008354203,0.00670985,0.001234849,0.9166362],"study_design_scores_gemma":[0.0008436432,0.0005151706,0.02603597,0.005827333,0.0002865735,0.0002275755,0.001781255,0.8244914,0.0005277717,0.1055157,0.03298029,0.0009672184],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1223193,0.01048182,0.6100444,0.001356635,0.0005668903,0.0002405757,0.00002683192,0.00005281532,0.2549108],"genre_scores_gemma":[0.8772901,0.006892852,0.1132167,0.002415369,0.00006576234,1.053864e-7,0.000023357,0.000001901188,0.00009386886],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.915669,"threshold_uncertainty_score":0.9982311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06441929278912037,"score_gpt":0.2970842427336043,"score_spread":0.2326649499444839,"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."}}