{"id":"W3034720016","doi":"10.1007/s40152-020-00188-w","title":"Commentary 9 to the Manifesto for the marine social sciences: global processes of governance and change","year":2020,"lang":"en","type":"article","venue":"MAST. Maritime studies/Maritime studies","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Manifesto; Corporate governance; Political science; Environmental ethics; Sociology; Public administration; Management; Law; Economics; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","open_science"],"consensus_categories":[],"category_scores_codex":[0.0005443051,0.0003536118,0.0005064878,0.00001369118,0.00148099,0.00005978013,0.0006563496,0.00003034563,0.0001360946],"category_scores_gemma":[0.0004344317,0.0002194572,0.000102013,0.000768813,0.001583436,0.0002103626,0.01373071,0.0001147768,0.00003252716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001586427,"about_ca_system_score_gemma":0.00001461246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001207047,"about_ca_topic_score_gemma":0.006251741,"domain_scores_codex":[0.9978175,0.00006242581,0.0003943547,0.000624836,0.0005529502,0.0005479469],"domain_scores_gemma":[0.9990056,0.0004618025,0.0001664657,0.0002018746,0.00009008565,0.00007420705],"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":[0.0003072997,0.0001752869,0.0230872,0.001032732,0.0009189749,0.00001453625,0.008890669,0.00006737914,0.000008674841,0.002541237,0.6979489,0.2650071],"study_design_scores_gemma":[0.001441982,0.001339303,0.1782606,0.000120257,0.00052277,0.0000112152,0.01940451,0.0004160636,0.00002925204,0.006428301,0.7912918,0.0007340103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008899488,0.01840789,0.0004562635,0.9286129,0.0006597113,0.00579677,0.0007531482,0.0001727221,0.03624112],"genre_scores_gemma":[0.8989556,0.0106406,0.002726973,0.08126767,0.001581657,0.002547684,0.00002012233,0.00006070258,0.002199],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8900561,"threshold_uncertainty_score":0.9998189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07071860346098603,"score_gpt":0.3010368364145115,"score_spread":0.2303182329535255,"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."}}