{"id":"W2027501640","doi":"10.2118/1013-0036-jpt","title":"Data From Above: The Advantages of Unmanned Aircraft","year":2013,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nuclear decommissioning; Aeronautics; Engineering; Systems engineering; Computer science; Telecommunications","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001081821,0.0005842708,0.0004107427,0.002208448,0.00147528,0.004989828,0.000923346,0.001631495,0.08614497],"category_scores_gemma":[0.009507736,0.0002738397,0.0004275984,0.003566321,0.0005644434,0.00615777,0.002486951,0.00205155,0.06641003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009570668,"about_ca_system_score_gemma":0.001608427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009730148,"about_ca_topic_score_gemma":0.01064667,"domain_scores_codex":[0.9984139,0.0001523061,0.0001663694,0.0002372088,0.0008706911,0.0001595327],"domain_scores_gemma":[0.9937232,0.0009728787,0.0004742106,0.000958889,0.003381337,0.0004894594],"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":[0.0002482893,0.00005897682,0.008410258,0.0006936551,0.000027985,0.000328733,0.0006864413,0.0002681015,0.0008835852,0.01218239,0.7798035,0.1964082],"study_design_scores_gemma":[0.000009859669,0.00002028606,0.005305918,0.0003600119,0.00001253399,0.0001860452,0.0007944336,0.0001850128,0.0006126535,0.003296402,0.9891878,0.00002906385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02508387,0.01251888,0.01329773,0.0553402,0.01305162,0.0004817607,0.1676378,0.005329407,0.7072588],"genre_scores_gemma":[0.3047687,0.02576793,0.03270456,0.03562656,0.005654667,0.0007345564,0.2475865,0.002744123,0.3444125],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08614497,"threshold_uncertainty_score":0.2881836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006696235180542,"score_gpt":0.2411672712677708,"score_spread":0.2311003089159654,"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."}}