{"id":"W4383956573","doi":"10.1007/s42330-023-00275-0","title":"“My Discipline is Never Going to Survive if it Continues Being the Discipline of Straight White Men”: Experiences of LGBQ + Science Postdoctoral Scholars in Canada","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Saint Vincent University","funders":"Mount Saint Vincent University","keywords":"Mentorship; Queer; Lesbian; Transgender; Intersectionality; Inclusion (mineral); Diversity (politics); Qualitative research; Gender studies; Exploratory research; Sociology; Psychology; Pedagogy; Medical education; Social science; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002093968,0.00006836408,0.000168412,0.001086468,0.0007652422,0.00009303358,0.00084375,0.00003441899,0.00003668843],"category_scores_gemma":[0.0007851082,0.00005309271,0.00001683759,0.003954373,0.002677336,0.0005893142,0.000105378,0.0001170474,6.940983e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004345077,"about_ca_system_score_gemma":0.01630829,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1519055,"about_ca_topic_score_gemma":0.7974079,"domain_scores_codex":[0.9986738,0.00001311159,0.0003288567,0.0001422959,0.0005255044,0.0003164507],"domain_scores_gemma":[0.9987,0.00005979465,0.0002653514,0.0001236194,0.0006155302,0.0002357586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00000319149,0.00002972966,0.3095708,0.00002508137,0.000008855389,0.000006466784,0.6520252,0.00001422863,0.001960846,0.02776382,0.002005765,0.006585998],"study_design_scores_gemma":[0.00008864842,0.00003248156,0.08162466,0.0002172967,0.000009595534,0.000005982338,0.9094885,0.0001141708,0.002238092,0.005508351,0.0005604139,0.0001117859],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853281,0.00003964851,0.00001693612,0.0122702,0.0003899898,0.0001255072,0.000006684535,0.000003014448,0.00181997],"genre_scores_gemma":[0.9985898,0.00001560275,0.00110066,0.00005076208,0.00001550479,0.000002002498,3.710067e-7,0.000002227621,0.0002231026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6455023,"threshold_uncertainty_score":0.9892683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01479810515670811,"score_gpt":0.2872532182112599,"score_spread":0.2724551130545518,"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."}}