{"id":"W2973453625","doi":"10.11575/prism/37073","title":"Gender, International Training and Ethnic Visibility: An Intersectional Approach to Studying Engineers in Canada.","year":2019,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Visibility; Ethnic group; Training (meteorology); Intersectionality; Gender studies; Political science; Sociology; Geography; Anthropology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002200135,0.0002210955,0.0002401588,0.0002330826,0.00002009458,0.00009906751,0.0003409797,0.00009324624,0.0002397907],"category_scores_gemma":[0.00002436692,0.0002580972,0.00001761584,0.0001994485,0.000002629795,0.000164842,0.00003496081,0.0003167713,0.00001305504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008640654,"about_ca_system_score_gemma":0.0007110824,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01889268,"about_ca_topic_score_gemma":0.3029642,"domain_scores_codex":[0.9988958,0.00001384654,0.0002957924,0.0003654494,0.0002244046,0.0002046984],"domain_scores_gemma":[0.9996307,0.00002222075,0.00003013236,0.0001506704,0.00003932908,0.0001269532],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000400891,0.000198275,0.002097799,0.0003653557,0.0004200353,0.000009628429,0.1642088,0.3886626,0.000665162,0.00007881576,0.001043972,0.4422095],"study_design_scores_gemma":[0.00169584,0.00006564747,0.2855474,0.0007133043,0.00006997247,0.00004035041,0.3982775,0.2841136,0.0006431816,0.00001730533,0.02623773,0.002578228],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9659229,0.0001250538,0.0004324426,0.00001179169,0.002952605,0.0005412956,0.00002324449,0.000008601266,0.02998208],"genre_scores_gemma":[0.9915688,0.00001618624,0.006283705,0.00002030255,0.0000558561,0.0001001839,0.0007881168,0.00004372741,0.001123105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4396312,"threshold_uncertainty_score":0.9999871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06533994275997952,"score_gpt":0.3069811853512029,"score_spread":0.2416412425912234,"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."}}