{"id":"W4394590246","doi":"10.1016/j.ocecoaman.2024.107137","title":"Knowledge exchange at the interface of marine science and policy: A review of progress and research needs","year":2024,"lang":"en","type":"review","venue":"Ocean & Coastal Management","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"Australian National University","keywords":"Context (archaeology); Knowledge management; Corporate governance; Public relations; Political science; Relevance (law); Equity (law); Business; Geography; Computer science","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":["metaresearch","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02121336,0.001105788,0.003311428,0.01522341,0.001233841,0.006819849,0.001811937,0.003692821,0.004211684],"category_scores_gemma":[0.04601816,0.001022003,0.002651526,0.02271276,0.003300257,0.009417708,0.003048732,0.003200339,0.0007084403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005582879,"about_ca_system_score_gemma":0.02563312,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006933042,"about_ca_topic_score_gemma":0.01303358,"domain_scores_codex":[0.9881643,0.004975729,0.003219059,0.000971346,0.002195995,0.000473496],"domain_scores_gemma":[0.8982539,0.08804899,0.006176696,0.001135413,0.005446732,0.0009382754],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000131984,0.00009437848,0.001038951,0.3759205,0.0007062369,0.0002232741,0.002819434,0.0005091781,0.000335534,0.01647796,0.007829417,0.5939132],"study_design_scores_gemma":[0.00004220232,0.0001618694,0.003908397,0.6476657,0.002073231,0.0007133958,0.003623421,0.0002337239,0.0002657179,0.009125409,0.3321168,0.00007020869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001962081,0.9981368,0.0001086698,0.001120654,0.00009093556,0.0000125131,0.00001899522,0.000002172109,0.000313087],"genre_scores_gemma":[0.002575428,0.9964879,0.0002944861,0.0004692588,0.00007329401,0.00002916035,0.00002582124,0.000002479036,0.00004225922],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9931802,"threshold_uncertainty_score":0.1121883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04773613090872079,"score_gpt":0.3896411600190334,"score_spread":0.3419050291103126,"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."}}