{"id":"W4403128884","doi":"10.1038/s44183-024-00087-1","title":"Fostering diversity, equity, and inclusion in interdisciplinary marine science","year":2024,"lang":"en","type":"article","venue":"npj Ocean Sustainability","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of British Columbia; Fisheries and Oceans Canada","funders":"Red Sea Research Center, King Abdullah University of Science and Technology; Instituto Español de Oceanografía; Leibniz-Gemeinschaft; Nelson Mandela University; Norsk Institutt for Vannforskning; State Key Laboratory of Estuarine and Coastal Research; Institut Pertanian Bogor; University of New South Wales; Universidade Federal do Pará; University of British Columbia; University of Cape Town; Guangdong Ocean University; Universidade de Lisboa; Natural Environment Research Council; Maj ja Tor Nesslingin Säätiö; Ocean Nexus Center, EarthLab, University of Washington; East China Normal University; King Abdullah University of Science and Technology; Commonwealth Scientific and Industrial Research Organisation; Directorate for Biological Sciences; Dalhousie University; Sight Research UK; Leibniz-Zentrum für Marine Tropenforschung; Suomen Ympäristökeskus; Universitatea din București; University of Chittagong; National Science Foundation; University of Washington; University of Hawai'i; Helsingin Yliopisto; Fondation Bertarelli","keywords":"Equity (law); Diversity (politics); Inclusion (mineral); Sociology; Political science; Social science; Anthropology","routes":{"ca_aff":true,"ca_fund":true,"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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.1012673,0.0006998192,0.001522271,0.007994973,0.01815722,0.02459009,0.003130626,0.007510684,0.005493407],"category_scores_gemma":[0.06746931,0.0006226224,0.0006785868,0.005115855,0.04761037,0.02328403,0.08506691,0.01029215,0.00075827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009277537,"about_ca_system_score_gemma":0.04267082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002599032,"about_ca_topic_score_gemma":0.006617508,"domain_scores_codex":[0.9242347,0.04419626,0.002794863,0.004377299,0.01730604,0.007090915],"domain_scores_gemma":[0.9103978,0.04554243,0.005789092,0.006808189,0.008255636,0.02320697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005437392,0.0001891931,0.009084087,0.0009067378,0.00009706168,0.0002748535,0.04625626,0.0004435824,0.0006565991,0.7434403,0.02177498,0.1768221],"study_design_scores_gemma":[0.00003207781,0.00009121399,0.004553036,0.001883522,0.00002583689,0.0002470701,0.02093752,0.0003106964,0.0003350684,0.8304196,0.1411205,0.00004380404],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06675311,0.02899033,0.05809461,0.4752586,0.004767157,0.0009886107,0.0002067757,0.0001761262,0.3647647],"genre_scores_gemma":[0.8902873,0.01145577,0.03460122,0.05227952,0.003653382,0.0009878367,0.0001532002,0.00008501817,0.006496791],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9968694,"threshold_uncertainty_score":0.5355593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01467508731989523,"score_gpt":0.3035653520821573,"score_spread":0.288890264762262,"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."}}