{"id":"W2124412686","doi":"10.14430/arctic4289","title":"Stakeholder Perceptions of Current Planning, Assessment and Science Initiatives in Canada’s Beaufort Sea","year":2013,"lang":"en","type":"article","venue":"ARCTIC","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stakeholder; Beaufort scale; Marine spatial planning; Environmental resource management; Beaufort sea; Environmental planning; Submarine pipeline; Scale (ratio); Strategic planning; Plan (archaeology); Resource (disambiguation); Regional planning; Business; Geography; Political science; Environmental science; Engineering; Urban planning; Oceanography; Sea ice; Computer science; Civil engineering; Geology; Meteorology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001012966,0.00005690318,0.00006427195,0.00003707509,0.00005785443,0.00001425169,0.00009799494,0.000004304785,0.0008645063],"category_scores_gemma":[0.000009577683,0.00004907623,0.000007063767,0.0001577545,0.0001890297,0.0003095742,0.0007344405,0.00006103633,0.00001045915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003868518,"about_ca_system_score_gemma":0.0001327338,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8142639,"about_ca_topic_score_gemma":0.6879778,"domain_scores_codex":[0.999312,0.00001186979,0.0001104656,0.0001583617,0.0002423015,0.0001649636],"domain_scores_gemma":[0.9997817,0.00001683805,0.00003230954,0.00009827881,0.000007202267,0.00006371542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[4.305551e-7,0.0000321966,0.9793051,0.00001121224,0.000001318807,0.000001012906,0.0002579492,0.0003823234,0.0002397612,0.0001832574,0.0002490151,0.01933636],"study_design_scores_gemma":[0.00008844189,0.00002048188,0.9973862,0.000016716,0.000002926477,7.278589e-7,0.0007532949,0.0008834522,0.00001618383,0.0004689341,0.0003038431,0.0000588054],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9736245,0.00001185585,0.00003737309,0.0002119967,0.00004750927,0.0001751016,0.000002542599,0.000003341219,0.02588577],"genre_scores_gemma":[0.9996235,0.00002015703,0.0002118995,0.00005953584,0.000003267036,0.00001983358,0.000001828331,0.000002347293,0.00005758796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1262861,"threshold_uncertainty_score":0.9465739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03225729807538519,"score_gpt":0.2809583965870597,"score_spread":0.2487010985116745,"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."}}