{"id":"W4406983539","doi":"10.11647/obp.0395.19","title":"19. Recruiting, retaining and championing women, LGBTQ+, and POC researchers in marine conservation","year":2025,"lang":"en","type":"book-chapter","venue":"Open Book Publishers","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Ocean Foundation; Gordon and Betty Moore Foundation","keywords":"Sociology","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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005633965,0.0002057609,0.0003828864,0.0003182294,0.0007413039,0.002437335,0.0005775869,0.000401201,0.001779767],"category_scores_gemma":[0.001409361,0.0002455896,0.00003435489,0.0001427075,0.0005259613,0.002740437,0.001296895,0.0006693546,0.000005813512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000624426,"about_ca_system_score_gemma":0.001069111,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02023388,"about_ca_topic_score_gemma":0.005707749,"domain_scores_codex":[0.9978439,0.000280674,0.0003274645,0.0005955089,0.0004647556,0.0004877602],"domain_scores_gemma":[0.9987299,0.0003361655,0.0002190836,0.0002376444,0.0001808184,0.0002964296],"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":[0.0001951744,0.00002626742,0.0426508,0.0002561543,0.000162439,0.00005651475,0.09404746,0.000001141854,0.000002522407,0.5554487,0.2251166,0.08203633],"study_design_scores_gemma":[0.0005185527,0.00003692603,0.001091849,0.0002179556,0.0000112663,5.587406e-7,0.03009168,0.000007104048,6.150629e-7,0.02378459,0.9439709,0.0002680096],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003073336,0.0003242191,0.000002230186,0.01083858,0.0001187743,0.0007454277,0.00001250841,0.00003405016,0.9848509],"genre_scores_gemma":[0.003136909,0.0009549324,0.0003066112,0.002970719,0.0000829795,0.00003012981,0.00007240121,0.00001839024,0.9924269],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7188543,"threshold_uncertainty_score":0.9999996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2746610303321831,"score_gpt":0.3599162917402565,"score_spread":0.08525526140807338,"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."}}