{"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":"codex-gemma-dda1882f352a","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.001745084,0.0001169637,0.0001025124,0.0001211876,0.0009135456,0.000130513,0.0005678976,0.00002393596,0.0002840957],"category_scores_gemma":[0.00006794962,0.0001050235,0.00002962301,0.0006302884,0.0006134039,0.0005501534,0.973507,0.0001369831,0.000009500762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001383339,"about_ca_system_score_gemma":0.00003102659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001121006,"about_ca_topic_score_gemma":0.0005784263,"domain_scores_codex":[0.9984051,0.00002741363,0.0001511508,0.0005390206,0.000530398,0.0003469201],"domain_scores_gemma":[0.9995955,0.00003217223,0.0000157119,0.0002396616,0.00001348399,0.0001034182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002340803,0.00005946362,0.03543165,0.0001927187,0.000001344918,0.0000972671,0.003230639,0.00008954709,0.00008142119,0.0007978516,0.0001773128,0.9598173],"study_design_scores_gemma":[0.0001122939,0.00007131767,0.1104058,0.00001577835,0.000004815067,0.000005446722,0.0009615913,0.003087409,0.00003781018,0.8849366,0.0002395321,0.0001215554],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7327942,0.00001321443,0.0001306846,0.003452842,0.0001056838,0.0003099754,0.000001179417,0.00007074657,0.2631214],"genre_scores_gemma":[0.9991946,0.000006210908,0.000089567,0.00008815093,0.00001373625,0.000002455547,0.000001262538,0.000005508686,0.0005985468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9729392,"threshold_uncertainty_score":0.7026346,"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."}}