{"id":"W2164358490","doi":"10.7901/2169-3358-2014-1-300156.1","title":"SUBMERSIBLE OPTICAL SENSORS EXPOSED TO CHEMICALLY-DISPERSED CRUDE OIL: WAVE TANK SIMULATIONS FOR IMPROVED OIL SPILL MONITORING","year":2014,"lang":"en","type":"article","venue":"International Oil Spill Conference Proceedings","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Bedford Institute of Oceanography; Fisheries and Oceans Canada","funders":"","keywords":"Environmental science; Dilution; Plume; Subsea; Petroleum; Petroleum engineering; BTEX; Oil spill; Ethylbenzene; Environmental engineering; Marine engineering; Engineering; Toluene; Chemistry; Meteorology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002929345,0.0003186443,0.0002593941,0.0001487435,0.000230727,0.0002586575,0.0004273618,0.000175908,0.000833754],"category_scores_gemma":[0.0008771438,0.0003272976,0.000145065,0.0002796331,0.000146617,0.0004340217,0.0001904263,0.0002291233,0.0002376639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004844177,"about_ca_system_score_gemma":0.000027197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008526965,"about_ca_topic_score_gemma":0.00003689801,"domain_scores_codex":[0.9977056,0.000009402284,0.0004930376,0.0007272467,0.0005552957,0.000509371],"domain_scores_gemma":[0.9988017,0.0001054563,0.0001935738,0.000153056,0.0003753643,0.0003708142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001361592,0.00006806233,0.002370249,0.00002911622,0.00003106199,6.018291e-7,0.0006264793,0.0002691482,0.9131383,0.001841121,0.0002064348,0.08128332],"study_design_scores_gemma":[0.002704665,0.0003887866,0.008096294,0.0002138782,0.00007081292,0.00002067645,0.0007754533,0.1577126,0.7825678,0.0014179,0.04493359,0.001097552],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446052,0.000002979199,0.001799516,0.003032966,0.0008100609,0.0001145432,0.00003100905,0.0001758094,0.04942792],"genre_scores_gemma":[0.9829199,0.00002217065,0.01064221,0.0004496857,0.0004483417,0.000136709,0.0000325082,0.00004340646,0.005305013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1574434,"threshold_uncertainty_score":0.9999179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02417445678593087,"score_gpt":0.2551434222692032,"score_spread":0.2309689654832724,"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."}}