{"id":"W4387450645","doi":"10.1364/ao.496431","title":"Modeling the short wavelength infrared laser radiance reflection on the sea surface","year":2023,"lang":"en","type":"article","venue":"Applied Optics","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Defence Research and Development Canada","funders":"Université Laval","keywords":"Radiance; Optics; Laser; Physics; Wind speed; Remote sensing; Geology; Meteorology","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":[0.0001738308,0.0004279793,0.0003135226,0.0002511439,0.0001740504,0.0005578779,0.0005824873,0.0006924628,0.0006606983],"category_scores_gemma":[0.0004903388,0.00027516,0.0006073409,0.0003513858,0.000353269,0.0007142748,0.0003294268,0.0003955773,0.0002300099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004088606,"about_ca_system_score_gemma":0.0005027973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006975405,"about_ca_topic_score_gemma":0.004558751,"domain_scores_codex":[0.9998726,0.00002651744,0.000004722871,0.00002983552,0.00004167166,0.00002459416],"domain_scores_gemma":[0.9998586,0.00006671459,0.00002216897,0.00001822688,0.00002831916,0.000005912922],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001077746,0.00001149678,0.001009266,0.00002218229,0.000008531269,0.00004748645,0.00003217479,0.9862027,0.00623251,0.001538933,0.00006102925,0.004822965],"study_design_scores_gemma":[0.000001714279,0.000009170007,0.0003626635,0.000001632281,0.000002796702,0.00001861557,0.00001198946,0.9983017,0.0007422378,0.0004178561,0.0001260496,0.00000342582],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2887715,0.0003611881,0.704443,0.0001091927,0.00002034682,0.00003058774,0.0001615059,0.0002989735,0.005803654],"genre_scores_gemma":[0.9634319,0.0004231048,0.03058307,0.00002558111,0.00001880105,0.00005271644,0.0001232438,0.00008044554,0.005261152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006975405,"threshold_uncertainty_score":0.01386964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03759799248962151,"score_gpt":0.2329669912703574,"score_spread":0.1953689987807359,"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."}}