{"id":"W4205875723","doi":"10.7901/2169-3358-2021.1.1141655","title":"Resourcing the next industry defining spill","year":2021,"lang":"en","type":"article","venue":"International Oil Spill Conference Proceedings","topic":"Oil Spill Detection and Mitigation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Loyalist College","funders":"","keywords":"Credibility; Transparency (behavior); Preparedness; Set (abstract data type); Process (computing); Scale (ratio); Emergency response; Incident response; Business; Oil spill; Computer science; Public relations; Computer security; Political science; Geography; Medicine; Environmental protection","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01831655,0.0007350094,0.0003497841,0.001516437,0.0109916,0.01404335,0.003458016,0.006376754,0.06149182],"category_scores_gemma":[0.02185286,0.0004321812,0.0005596266,0.001074419,0.004282867,0.01211285,0.02061262,0.006461652,0.01351725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008546221,"about_ca_system_score_gemma":0.04193345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008652804,"about_ca_topic_score_gemma":0.0120854,"domain_scores_codex":[0.9876153,0.005897154,0.0004442643,0.0007477428,0.002293796,0.003001759],"domain_scores_gemma":[0.9783884,0.004203347,0.0008073096,0.001280968,0.004189388,0.01113061],"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":[0.0002338403,0.001825542,0.008818983,0.001331766,0.00005127912,0.003242274,0.06350587,0.00415516,0.005100173,0.1473439,0.3778951,0.3864961],"study_design_scores_gemma":[0.00003827616,0.0003481083,0.002038989,0.001119639,0.0000125511,0.0003634926,0.1093368,0.001408869,0.001464241,0.04319622,0.8406031,0.0000697826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1017274,0.002103847,0.02444709,0.3725053,0.005063382,0.001004535,0.000301747,0.001534167,0.4913124],"genre_scores_gemma":[0.7390712,0.002536523,0.04246533,0.034685,0.0008680638,0.0007300696,0.000803029,0.000504089,0.1783366],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06149182,"threshold_uncertainty_score":0.2057106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02844400413870082,"score_gpt":0.2497942016600841,"score_spread":0.2213501975213833,"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."}}