{"id":"W2058233221","doi":"10.7901/2169-3358-2005-1-177","title":"MASS BALANCE AND DISPERSANT EFFECTIVENESS: ARE NEW TECHNIQUES AND METHODOLOGIES NEEDED?","year":2005,"lang":"en","type":"article","venue":"International Oil Spill Conference Proceedings","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cochrane","funders":"","keywords":"Dispersant; Work (physics); Scale (ratio); Computer science; Current (fluid); Wave tank; Balance (ability); Environmental science; Structural basin; Water mass; Marine engineering; Petroleum engineering; Dispersion (optics); Geology; Engineering; Mechanical engineering; Physics; Oceanography","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":[0.0002794367,0.0001532323,0.0001420255,0.00006013216,0.00008273446,0.0001487908,0.0001614194,0.00007801565,0.0003284416],"category_scores_gemma":[0.0001760351,0.0001365342,0.00002591325,0.00008877464,0.0001805254,0.0005466969,0.0001373797,0.0001281567,0.00003783551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001242703,"about_ca_system_score_gemma":0.000008211414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000283148,"about_ca_topic_score_gemma":0.00003500053,"domain_scores_codex":[0.9990868,0.00001444712,0.000156778,0.0003521197,0.0002335178,0.0001563383],"domain_scores_gemma":[0.9996217,0.00005805706,0.0001186213,0.0000459356,0.00005097018,0.0001047129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000108296,0.00002126647,0.1482828,0.00004179078,0.00002839016,0.000003411515,0.0008364879,0.000006978823,0.1621239,0.004990696,0.0007123412,0.6828437],"study_design_scores_gemma":[0.002055239,0.000396459,0.3327445,0.0006225179,0.0000598733,0.0002865161,0.00321813,0.01144508,0.4533723,0.03017276,0.1643833,0.001243336],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9348265,0.0001111723,0.002095757,0.00487054,0.0001523525,0.0001203669,0.000006089039,0.0002022044,0.05761504],"genre_scores_gemma":[0.9785777,0.0005228212,0.01917369,0.0003153092,0.0001554567,0.00003357879,0.000001848719,0.00001047028,0.001209161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6816003,"threshold_uncertainty_score":0.5567703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02400078049035342,"score_gpt":0.2779455442630329,"score_spread":0.2539447637726795,"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."}}