{"id":"W3155604346","doi":"10.1080/07038992.2021.1909466","title":"Landfast Ice Mapping Using MODIS Clear-Sky Composites: Application for the Banks Island Coastline in Beaufort Sea and Comparison with Canadian Ice Service Data","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Remote Sensing","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Beaufort sea; Sea ice; Beaufort scale; Oceanography; Sky; Geology; Remote sensing; Geography; Physical geography; Climatology; Meteorology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004629864,0.0001191745,0.0002250202,0.0001335844,0.0004843113,0.0001333358,0.0002004507,0.00006017407,0.00001015064],"category_scores_gemma":[0.00004872336,0.00009305854,0.00001990189,0.0003265839,0.00007402529,0.0002086314,0.00001062018,0.0002857921,0.000001430551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005435994,"about_ca_system_score_gemma":0.001693422,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7705399,"about_ca_topic_score_gemma":0.9967244,"domain_scores_codex":[0.998998,0.0000486461,0.0002828031,0.0001859881,0.000136367,0.000348135],"domain_scores_gemma":[0.9987637,0.0002016181,0.0001689074,0.0002284495,0.000221276,0.0004160849],"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":[0.0001211449,0.000005853762,0.4813742,0.0001556358,0.0001595334,0.0004386586,0.004133146,0.06251709,0.00008460654,0.000007533525,0.0002173884,0.4507852],"study_design_scores_gemma":[0.0003547477,0.00002909964,0.04662847,0.0002186679,0.00007206196,0.0009849065,0.003799763,0.9380721,0.000006300589,0.00002714361,0.009680235,0.0001264951],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8625206,0.0006205867,0.1314318,0.004526584,0.0001446233,0.0002196793,0.0003320459,0.00000319351,0.000200895],"genre_scores_gemma":[0.9485428,0.00003093842,0.04995301,0.001053016,0.0001494461,7.929264e-9,0.0002535252,0.000007852694,0.000009377496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.875555,"threshold_uncertainty_score":0.3794817,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03436033170942662,"score_gpt":0.2353719401143487,"score_spread":0.2010116084049221,"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."}}