{"id":"W2262651582","doi":"10.2495/1-85312-785-x/06","title":"A comprehensive investigation of hydrodynamic instability","year":2005,"lang":"en","type":"book-chapter","venue":"WIT transactions on state-of-the-art in science and engineering","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Instability; Mechanics; Geology; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000200238,0.0004074634,0.0005317032,0.001644226,0.0003305839,0.0009241496,0.0004148811,0.000415832,0.008241085],"category_scores_gemma":[0.0003329069,0.0002200977,0.0003105673,0.001405643,0.0005933458,0.00159142,0.0008154429,0.000694457,0.002937759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004593073,"about_ca_system_score_gemma":0.0005472607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007984567,"about_ca_topic_score_gemma":0.001181655,"domain_scores_codex":[0.9998995,0.00001276913,0.00000526776,0.00001483315,0.00005991314,0.000007716854],"domain_scores_gemma":[0.999909,0.00002625939,0.000006369512,0.00001460466,0.0000338546,0.000009891727],"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":[0.00003836835,0.00009246953,0.0006452259,0.002364725,0.0000778572,0.0003292736,0.0004772596,0.008000053,0.02652256,0.2354875,0.1057891,0.6201756],"study_design_scores_gemma":[0.000008226196,0.00009749617,0.004537298,0.0005669186,0.00002926992,0.0004437844,0.0001749,0.007684375,0.008978496,0.1330483,0.8443887,0.00004221867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03302591,0.3452239,0.1432133,0.005964848,0.002526394,0.0002159388,0.002538734,0.001506421,0.4657846],"genre_scores_gemma":[0.1701726,0.3230746,0.0988286,0.001837241,0.002225312,0.0002498534,0.004060989,0.0007039193,0.398847],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008241085,"threshold_uncertainty_score":0.02756917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117948191825351,"score_gpt":0.1832798521076654,"score_spread":0.1721003701894118,"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."}}