{"id":"W2144519462","doi":"10.1175/jpo-d-13-0126.1","title":"A Note on the Phillips Spectral Framework for Ocean Whitecaps*","year":2014,"lang":"en","type":"article","venue":"Journal of Physical Oceanography","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Office of Naval Research","keywords":"Breaking wave; Dissipation; Crest; Kinetic energy; Turbulence; Geology; Variable (mathematics); Statistical physics; Physics; Momentum (technical analysis); Climatology; Meteorology; Mathematics; Classical mechanics; Wave propagation; Economics; Thermodynamics; Mathematical analysis; Optics","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":[0.000443686,0.0001730767,0.0002989564,0.0001427718,0.0002251155,0.0000929112,0.0002961495,0.00006395658,0.00003584446],"category_scores_gemma":[0.0001723651,0.00008963231,0.0006624897,0.0003543384,0.0001457473,0.0001176244,0.000005763484,0.0004783384,0.00001671941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002830275,"about_ca_system_score_gemma":0.00001952772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000268803,"about_ca_topic_score_gemma":0.000002809652,"domain_scores_codex":[0.998737,0.00009448359,0.000285228,0.0001492816,0.0003922112,0.0003417886],"domain_scores_gemma":[0.997943,0.00131348,0.0002995784,0.0001857557,0.00008999251,0.0001681955],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.004176338,0.001885982,0.09041331,0.0003697801,0.001679203,0.0001238437,0.01085343,0.05178289,0.001100439,0.2031217,0.06753355,0.5669596],"study_design_scores_gemma":[0.001279384,0.006597702,0.08320088,0.0005053885,0.0002446754,0.00009311554,0.0004296962,0.1839191,0.002081846,0.6756358,0.04530256,0.000709852],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9887088,0.00008233589,0.004606162,0.003632982,0.000662375,0.0001470934,0.00001883987,0.00001691469,0.0021245],"genre_scores_gemma":[0.9900336,0.00001375169,0.005916363,0.001133994,0.002876045,2.947946e-9,0.000002877904,0.000008160665,0.00001525416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5662497,"threshold_uncertainty_score":0.36551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129319875864175,"score_gpt":0.2293454259696249,"score_spread":0.2180522272109831,"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."}}