{"id":"W6902333451","doi":"10.6084/m9.figshare.24467226.v1","title":"Melt Season Arctic Sea Ice Type Separability Using Fully and Compact Polarimetric C- and L-Band Synthetic Aperture Radar","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sea ice; Arctic ice pack; Sea ice thickness; Synthetic aperture radar; Arctic; Melt pond; Sea ice concentration; Snow","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":[0.0002609068,0.0004166343,0.00023735,0.0007425436,0.0003057629,0.0006678801,0.0002406103,0.0001752496,0.0005757589],"category_scores_gemma":[0.0004683493,0.000137859,0.0004365641,0.0005089918,0.0001742159,0.000527917,0.0002388558,0.0002054968,0.0001500254],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004757761,"about_ca_system_score_gemma":0.0007391312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09165119,"about_ca_topic_score_gemma":0.1364756,"domain_scores_codex":[0.9998944,0.000009083148,0.000005715638,0.00003046296,0.00002650269,0.00003391664],"domain_scores_gemma":[0.99986,0.00002157683,0.00001988522,0.00001154256,0.00007068713,0.00001618116],"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":[0.001227348,0.0002652682,0.4346021,0.0002130476,0.0003716382,0.0004583494,0.0007675154,0.211707,0.1396172,0.0005822756,0.002660654,0.2075277],"study_design_scores_gemma":[0.00003239366,0.00008635301,0.5277895,0.00003024075,0.0001321536,0.0001069781,0.0004382822,0.453378,0.01545984,0.0002626647,0.002226437,0.00005708931],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925882,0.0001126964,0.005336544,0.00003668897,0.00001165494,0.00001137532,0.0006418597,0.0001371642,0.001123877],"genre_scores_gemma":[0.9935796,0.00008360213,0.00405613,0.00002015267,0.000008611446,0.000008271758,0.001875355,0.00002931008,0.0003390339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09165119,"threshold_uncertainty_score":0.1822355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06064233542006445,"score_gpt":0.311134465960706,"score_spread":0.2504921305406416,"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."}}