{"id":"W4221032012","doi":"10.3390/jmse10030368","title":"A Response Guide for Sunken Oil Mats (SOMs): Formation, Behavior, Detection, and Recovery","year":2022,"lang":"en","type":"article","venue":"Journal of Marine Science and Engineering","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fisheries and Oceans Canada; National Oceanic and Atmospheric Administration","keywords":"Oil spill; Environmental science; Surf zone; Geology; Petroleum engineering; Environmental engineering; Oceanography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002167595,0.003470046,0.00123525,0.004429314,0.0008773278,0.001388833,0.003086489,0.003350342,0.1173539],"category_scores_gemma":[0.00524268,0.001764332,0.0009891004,0.001600478,0.0005925772,0.002116584,0.001487522,0.001829659,0.1231605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006367462,"about_ca_system_score_gemma":0.002179854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005641015,"about_ca_topic_score_gemma":0.01347358,"domain_scores_codex":[0.9991344,0.0001527344,0.0001154583,0.0001145258,0.000411881,0.00007112245],"domain_scores_gemma":[0.9964412,0.0009877399,0.0003648041,0.0002652742,0.001638498,0.0003025038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003727922,0.0004340889,0.003287151,0.002020154,0.00002856687,0.0007693797,0.0003860808,0.003356016,0.03224436,0.001859296,0.5553017,0.3999405],"study_design_scores_gemma":[0.00007754178,0.0004619689,0.004133923,0.0005998891,0.00002420038,0.00120409,0.0003126755,0.004769883,0.01130464,0.002277881,0.9747397,0.00009357561],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008812481,0.01011438,0.7035645,0.008592023,0.002466707,0.01013013,0.04843634,0.09231377,0.1155696],"genre_scores_gemma":[0.01662157,0.01219254,0.6391838,0.005351408,0.0006062671,0.008287385,0.02555109,0.006050447,0.2861555],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1173539,"threshold_uncertainty_score":0.3925878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005517555776431278,"score_gpt":0.2044308341561823,"score_spread":0.198913278379751,"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."}}