{"id":"W4401591801","doi":"10.20944/preprints202408.0387.v1","title":"Coastal Sea Ice Concentration Derived from Marine Radar Images: A Case Study from Utqiaġvik, Alaska","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sea ice; Remote sensing; Environmental science; Geology; Sea ice concentration; Sea ice thickness; Radar; Climatology; Arctic ice pack; Oceanography; Meteorology; Computer science; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007980628,0.0004466859,0.0003159669,0.001029048,0.0004734051,0.001006854,0.000389685,0.0005161955,0.0003074762],"category_scores_gemma":[0.001339867,0.0002060972,0.0004537379,0.001362144,0.000392692,0.0003926986,0.000413785,0.0001771106,0.0001115316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009410451,"about_ca_system_score_gemma":0.0005478979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1100504,"about_ca_topic_score_gemma":0.1450984,"domain_scores_codex":[0.9996988,0.00005282228,0.00003924928,0.00008239105,0.00008339302,0.00004338384],"domain_scores_gemma":[0.9994488,0.0001759356,0.00007105587,0.00006518749,0.0001997995,0.00003922746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002997329,0.0003547765,0.8591393,0.0001651099,0.0002454804,0.005609679,0.001391424,0.07173217,0.01182795,0.0003138196,0.0006297395,0.04829083],"study_design_scores_gemma":[0.00004552207,0.0002884383,0.8488761,0.0000712851,0.0002487605,0.001103852,0.003382953,0.1341606,0.009798912,0.0003054749,0.001650562,0.00006761855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984855,0.00008611799,0.0006504432,0.00001517055,0.000004799068,0.0000151253,0.00015395,0.00002698347,0.0005619558],"genre_scores_gemma":[0.9952134,0.0001247306,0.003755313,0.00001154804,0.000006017923,0.000009472886,0.0004576773,0.00001001849,0.0004117721],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1100504,"threshold_uncertainty_score":0.2188196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04719265745926326,"score_gpt":0.2834861706385692,"score_spread":0.236293513179306,"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."}}