{"id":"W2052824559","doi":"10.4043/25497-ms","title":"Forecasting Ice and Weather Conditions for Field Operations in Alaska","year":2015,"lang":"en","type":"article","venue":"OTC Arctic Technology Conference","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Sea ice; Meteorology; Submarine pipeline; Weather forecasting; Schedule; Environmental science; Beacon; Computer science; Oceanography; Geography; Geology; Telecommunications","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":[],"consensus_categories":[],"category_scores_codex":[0.0007850747,0.0003192106,0.0001565683,0.000748997,0.0007533428,0.0006549307,0.0003597783,0.0002930975,0.00139208],"category_scores_gemma":[0.001340674,0.0001361852,0.0002174428,0.0004670297,0.0001937899,0.0006908561,0.000395529,0.0003336819,0.000274338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001388993,"about_ca_system_score_gemma":0.001550028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1236318,"about_ca_topic_score_gemma":0.1673999,"domain_scores_codex":[0.9998203,0.00003941066,0.00001615474,0.0000383281,0.00005503058,0.00003077424],"domain_scores_gemma":[0.9992669,0.0002074359,0.00006621614,0.00004511003,0.0002608644,0.0001534563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001123301,0.0008183175,0.717244,0.00020048,0.0001136724,0.002436084,0.003485741,0.1563663,0.01193834,0.0006595278,0.01076973,0.09484451],"study_design_scores_gemma":[0.00009412967,0.001310523,0.7185259,0.000160608,0.00009122334,0.0002338047,0.0215702,0.23163,0.006019259,0.001199435,0.01906469,0.0001001547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909086,0.0000960501,0.001359909,0.000180642,0.00004099697,0.00006933283,0.001091013,0.0001501582,0.006103468],"genre_scores_gemma":[0.9943331,0.0001322137,0.002366102,0.00002274244,0.00001155141,0.00003427277,0.00129833,0.00001105057,0.001790549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1236318,"threshold_uncertainty_score":0.2458244,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03460135920362084,"score_gpt":0.258425644774661,"score_spread":0.2238242855710401,"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."}}