{"id":"W4403455561","doi":"10.1016/j.geomat.2024.100034","title":"Investigating coincident L- and S-band ASAR imagery over Arctic sea ice","year":2024,"lang":"en","type":"article","venue":"GEOMATICA","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Space Agency","keywords":"Sea ice; Geology; Arctic; Arctic ice pack; Remote sensing; Climatology; The arctic; Oceanography; Physical geography; Geography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003165514,0.0001368678,0.0001472586,0.00005968421,0.0001819962,0.0002180834,0.00009578691,0.00004939411,0.001588053],"category_scores_gemma":[0.00015013,0.0001090907,0.00004132974,0.000164121,0.0001839553,0.0002871421,0.00001885534,0.0001817994,0.0004036535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007561224,"about_ca_system_score_gemma":0.00006800943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001390977,"about_ca_topic_score_gemma":0.0002408739,"domain_scores_codex":[0.9989581,0.00004378649,0.0002126817,0.000247937,0.0002437904,0.0002937337],"domain_scores_gemma":[0.999176,0.0004649699,0.00003616843,0.0001393587,0.0000186972,0.0001648531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007898359,0.00001398366,0.9486547,0.001086929,0.00009709204,0.0002017375,0.002287735,0.0002847073,0.0001201825,0.001311388,0.002237842,0.04369579],"study_design_scores_gemma":[0.0001790286,0.00007913897,0.7212041,0.0004089834,0.00009187492,0.0002904056,0.0005592602,0.2540607,0.00002908491,0.02003128,0.002735329,0.0003307915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900764,0.0007619206,0.0006225805,0.001000123,0.0003246159,0.0001202488,0.00004301713,0.0001041083,0.006946961],"genre_scores_gemma":[0.995756,0.00008205126,0.002863369,0.0007093461,0.0001412996,0.000001038547,0.00005208038,0.000006293945,0.0003885095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.253776,"threshold_uncertainty_score":0.9993246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00961002663216183,"score_gpt":0.2169834757042394,"score_spread":0.2073734490720776,"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."}}