{"id":"W2065774835","doi":"10.1109/mcse.2007.45","title":"An Ice-Free Arctic? Opportunities for Computational Science","year":2007,"lang":"en","type":"article","venue":"Computing in Science & Engineering","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"McGill University","keywords":"Sea ice; Strengths and weaknesses; The arctic; Arctic; Computer science; Hierarchy; Climatology; Meteorology; Environmental science; Geology; Oceanography; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.004833507,0.0005847391,0.0007740046,0.0008845474,0.0011333,0.004831794,0.001561055,0.001732625,0.006626109],"category_scores_gemma":[0.01333077,0.0003236407,0.0009504768,0.001187843,0.004501761,0.01282991,0.003349728,0.00319991,0.0006995325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298029,"about_ca_system_score_gemma":0.002585053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003542504,"about_ca_topic_score_gemma":0.003554274,"domain_scores_codex":[0.9988351,0.0007114258,0.00003847974,0.00009599795,0.0002141921,0.0001048015],"domain_scores_gemma":[0.9893242,0.008652003,0.0001874793,0.0008621054,0.0004509508,0.0005232992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004164503,0.00003946574,0.0007824564,0.0001267729,0.00003582655,0.00003174886,0.000170771,0.02974274,0.0001289034,0.9345325,0.01064014,0.02372705],"study_design_scores_gemma":[0.00001292117,0.000007767212,0.0001311272,0.00009779059,0.000005834619,0.00001274456,0.0002745125,0.04967966,0.00007966258,0.9254745,0.02421264,0.00001090344],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07074732,0.04660024,0.3166688,0.4269573,0.005918602,0.00008820576,0.00077853,0.001103189,0.1311378],"genre_scores_gemma":[0.7325017,0.03464355,0.2066351,0.01049133,0.004439458,0.0002655837,0.0006950145,0.0003666691,0.009961613],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006626109,"threshold_uncertainty_score":0.02556235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02809647422380248,"score_gpt":0.2546191525260705,"score_spread":0.226522678302268,"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."}}