{"id":"W2607785375","doi":"10.15273/pnsis.v49i1.6986","title":"Science, Information and Policy Interface for Effective Coastal and Ocean Management","year":2017,"lang":"en","type":"article","venue":"Proceedings of the Nova Scotian Institute of Science","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interface (matter); Environmental resource management; Information management; Oceanography; Environmental science; Data science; Computer science; Knowledge management; Geography; Geology; Meteorology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.01232712,0.0003924308,0.0004002204,0.001767017,0.004763639,0.01340902,0.0008302836,0.005253414,0.0988864],"category_scores_gemma":[0.02072831,0.0004652707,0.0004277525,0.001418246,0.002885991,0.005343679,0.005517633,0.003064404,0.02064746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01132137,"about_ca_system_score_gemma":0.07449122,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2792598,"about_ca_topic_score_gemma":0.3754425,"domain_scores_codex":[0.9945598,0.001700609,0.0003288496,0.0002030926,0.002271424,0.0009361986],"domain_scores_gemma":[0.9783906,0.005139497,0.001003574,0.001615035,0.01014471,0.003706435],"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":[0.0000790694,0.0001241915,0.001745165,0.0001761262,0.000009270896,0.0001905286,0.0004901183,0.0005846217,0.001163212,0.08117038,0.8327798,0.08148757],"study_design_scores_gemma":[0.00002538816,0.00002762677,0.006413503,0.0003035876,0.000007967101,0.00005816753,0.0005994978,0.001368705,0.0003503753,0.0181079,0.9727045,0.00003277298],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004497097,0.001906759,0.009023139,0.1787027,0.005219135,0.0005008829,0.000842533,0.0008519294,0.7984558],"genre_scores_gemma":[0.1986916,0.004467657,0.03543959,0.07251429,0.003133478,0.001471048,0.001562726,0.0006677181,0.682052],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7207402,"threshold_uncertainty_score":0.5552686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007629112494519719,"score_gpt":0.2508379626341533,"score_spread":0.2432088501396335,"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."}}