{"id":"W4391878064","doi":"10.1109/lgrs.2024.3366870","title":"Simplified Extraction of Peak Wave Period From HF-Radar Data","year":2024,"lang":"en","type":"article","venue":"IEEE Geoscience and Remote Sensing Letters","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Remote sensing; Extraction (chemistry); Radar; Geology; Computer science; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003177774,0.0005193836,0.0003361739,0.001020887,0.0001763546,0.0006917178,0.0004710178,0.0003531399,0.001717769],"category_scores_gemma":[0.001184134,0.000265602,0.0004189632,0.0007246362,0.0001397694,0.0007588189,0.0004224499,0.0005004148,0.002211902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001504111,"about_ca_system_score_gemma":0.0004004372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001523907,"about_ca_topic_score_gemma":0.002156245,"domain_scores_codex":[0.9997442,0.00003454489,0.00001615838,0.00005909356,0.0001181619,0.00002782147],"domain_scores_gemma":[0.999661,0.00008834578,0.00003977551,0.00008164846,0.0001192472,0.000009911026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001586394,0.00006660568,0.005516839,0.000363037,0.00008747849,0.0001679363,0.0001050061,0.02986649,0.2331789,0.001954679,0.004442692,0.7240916],"study_design_scores_gemma":[0.00006742615,0.0001329406,0.04639243,0.00009965433,0.0001193876,0.000930959,0.00009685192,0.7614287,0.1609339,0.003980717,0.02568977,0.0001272935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06241837,0.0005631065,0.9306048,0.00008001622,0.0001386737,0.00006541043,0.001092386,0.001991533,0.003045696],"genre_scores_gemma":[0.1841831,0.0006411584,0.8092128,0.00009497321,0.0001304805,0.00008537686,0.002610965,0.0003935006,0.002647668],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001717769,"threshold_uncertainty_score":0.005746543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03316063875633224,"score_gpt":0.246609979913768,"score_spread":0.2134493411574357,"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."}}