{"id":"W2030504629","doi":"10.7901/2169-3358-2014.1.1441","title":"Update on Developing and Commercializing Oil Herders for In-Situ Burning","year":2014,"lang":"en","type":"article","venue":"International Oil Spill Conference Proceedings","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herding; Product (mathematics); Environmental science; Schedule; Business; Aeronautics; Operations management; Engineering; Geography; Computer science; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003261025,0.0001355322,0.0001194357,0.00009796886,0.0001217853,0.0001343075,0.0001801047,0.00006262684,0.0001161734],"category_scores_gemma":[0.0002061104,0.000137354,0.00002855348,0.0001082172,0.00008096659,0.0002990524,0.00008807098,0.0001239176,0.0000675925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001799624,"about_ca_system_score_gemma":0.000009769798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009727685,"about_ca_topic_score_gemma":0.000220857,"domain_scores_codex":[0.9990124,0.000007356411,0.0002197226,0.0003207995,0.0002400872,0.0001996557],"domain_scores_gemma":[0.9996776,0.00004399814,0.0001145591,0.00003867387,0.0000627175,0.00006246817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001077338,0.00003735844,0.03567687,0.00005827794,0.00001760349,8.91704e-7,0.001618524,0.0000583783,0.0505351,0.07256503,0.0004858484,0.8388384],"study_design_scores_gemma":[0.005992204,0.000528753,0.2027698,0.001352889,0.0000371229,0.00004995586,0.002296637,0.04600747,0.08517693,0.03501973,0.6188315,0.001937005],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8696967,0.00000512655,0.001691873,0.004704355,0.0003039583,0.00004578591,0.000001715713,0.0000518302,0.1234987],"genre_scores_gemma":[0.9944634,0.00007559934,0.00288338,0.001845406,0.00007434661,0.00005049707,0.000007508871,0.00001316746,0.0005867223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8369014,"threshold_uncertainty_score":0.5601133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127570583488589,"score_gpt":0.2599614775154445,"score_spread":0.2386857716805586,"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."}}