{"id":"W2007922009","doi":"10.9753/icce.v34.waves.41","title":"REMOTE MEASUREMENT AND PREDICTION OF BREAKING WAVE PARAMETERS","year":2014,"lang":"en","type":"article","venue":"Coastal Engineering Proceedings","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Guelph; University of Victoria","funders":"","keywords":"Breaking wave; Vortex; Wave height; Wavelength; Intensity (physics); Breaking strength; Significant wave height; Physics; Wind wave; Optics; Geology; Mechanics; Wave propagation; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002596391,0.0001015225,0.0001189617,0.00007003254,0.0000320861,0.00002814617,0.00005030353,0.00003489106,0.000008021892],"category_scores_gemma":[0.0001149703,0.0000934506,0.00002609584,0.0001061447,0.00002757393,0.0001359675,0.00002820407,0.00008235504,0.000001169076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003510483,"about_ca_system_score_gemma":0.000006602569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004967013,"about_ca_topic_score_gemma":0.0001088398,"domain_scores_codex":[0.9993278,0.000001627509,0.0001459865,0.0001508286,0.0002128327,0.000160971],"domain_scores_gemma":[0.999744,0.00002004565,0.00004682578,0.00004090921,0.00007141032,0.00007682179],"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":[0.00007751735,0.00001709687,0.06799254,0.0007808247,0.00005790436,0.000002110885,0.0005849162,0.01223895,0.01003324,0.001247959,0.0001099025,0.906857],"study_design_scores_gemma":[0.0002141315,0.0001661992,0.2058776,0.00009344254,0.00001619069,0.0000320256,0.00004053867,0.7911298,0.0004147478,0.0002408342,0.001661216,0.0001133161],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847742,0.00003564241,0.01121674,0.00004526505,0.0001983073,0.0001026554,0.00002501692,0.00009469588,0.003507474],"genre_scores_gemma":[0.995332,0.00001288404,0.004555036,0.00001043688,0.00003914891,2.880329e-7,0.00001035976,0.000004469875,0.00003538901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9067437,"threshold_uncertainty_score":0.3810805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01400652027497493,"score_gpt":0.1580064221737534,"score_spread":0.1439999018987785,"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."}}