{"id":"W4221028357","doi":"10.1149/2.f08221if","title":"Diversity, Equality, and Inclusion in Our Professions: A Thin and Leaky Pipeline","year":2022,"lang":"en","type":"article","venue":"The Electrochemical Society Interface","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Lagging; Inclusion (mineral); Diversity (politics); Politics; Enlightenment; Political science; Sociology; Public relations; Social science; Law; Epistemology; Mathematics; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02334028,0.0006543691,0.00177777,0.005880366,0.02499611,0.03487526,0.001950195,0.00827955,0.01627653],"category_scores_gemma":[0.02882914,0.001053241,0.0007814122,0.004751997,0.07024224,0.06745476,0.03938676,0.0207631,0.002014497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009741232,"about_ca_system_score_gemma":0.02035606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009370295,"about_ca_topic_score_gemma":0.01161885,"domain_scores_codex":[0.9836003,0.007146531,0.0006285529,0.001297193,0.005290418,0.00203697],"domain_scores_gemma":[0.9644213,0.02020282,0.001917658,0.002303286,0.003936166,0.007218719],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006342812,0.0001181653,0.002445081,0.0003977201,0.00003126107,0.0002687686,0.05414847,0.0001346487,0.0002705918,0.7819031,0.05574003,0.1044788],"study_design_scores_gemma":[0.00001935068,0.00008544174,0.002148524,0.00161794,0.00001571674,0.0002750056,0.05745766,0.0002166813,0.0001392593,0.6730005,0.2649367,0.00008724326],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02228749,0.03712917,0.006334235,0.8693679,0.003199271,0.00005344416,0.0001483616,0.00009919357,0.06138104],"genre_scores_gemma":[0.8138142,0.04878116,0.009309724,0.09484489,0.007015202,0.0002389976,0.0001492652,0.0002723328,0.02557422],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9766597,"threshold_uncertainty_score":0.1234367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02683401721854276,"score_gpt":0.3078331665046565,"score_spread":0.2809991492861137,"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."}}