{"id":"W6920319108","doi":"10.60692/kjssg-n3861","title":"Building leaders for the UN Ocean Science Decade: a guide to supporting early career women researchers within academic marine research institutions","year":2022,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of Victoria; Brock University","funders":"Natural Environment Research Council; Sight Research UK","keywords":"Sustainability; Face (sociological concept); Narrative; Ocean science; Action (physics); Sustainability science; Sustainable development; Career development","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"],"consensus_categories":[],"category_scores_codex":[0.01939262,0.00009708837,0.0001206363,0.0007570616,0.007811632,0.0004698165,0.001229745,0.00006016971,0.00005624488],"category_scores_gemma":[0.00110326,0.00008299344,0.00004637265,0.002457383,0.0005983082,0.00117464,0.001071234,0.0004504392,0.00005137469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002698444,"about_ca_system_score_gemma":0.001687172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001166105,"about_ca_topic_score_gemma":0.00001491626,"domain_scores_codex":[0.9960162,0.0002214382,0.0004640655,0.0002206027,0.002184855,0.0008928347],"domain_scores_gemma":[0.9984185,0.00009316913,0.0001588473,0.0002411038,0.000789755,0.0002986914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006080221,8.291128e-7,0.1193516,0.00003061796,0.00001660794,0.000001464732,0.8693343,0.0006314468,0.000004273186,0.008506682,0.001381804,0.0006795973],"study_design_scores_gemma":[0.0004161308,0.00004407795,0.02171256,0.00002314175,0.00000710794,0.00000355684,0.9475332,0.0003392419,0.00008926245,0.00002537812,0.02965211,0.000154154],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871138,0.000001638143,0.002970641,0.001649988,0.0004269541,0.001314256,0.00006691797,0.0001206998,0.006335107],"genre_scores_gemma":[0.997713,1.473486e-7,0.0007029915,0.0002455656,0.00008245189,0.000232116,0.00000502191,0.000005510806,0.001013223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09763901,"threshold_uncertainty_score":0.9934801,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.292507989395385,"score_gpt":0.4013314739893538,"score_spread":0.1088234845939688,"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."}}