{"id":"W3216227561","doi":"10.3138/jehr-2021-0009","title":"“I Assumed It Was a Much Safer Place Than It Really Is”: Nonbinary Educators’ Strategies for Finding School Jobs","year":2021,"lang":"en","type":"article","venue":"Journal of Education Human Resources","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nonconformity; Inclusion (mineral); Identity (music); SAFER; Transformative learning; Privilege (computing); Sociology; Sexual orientation; Gender studies; Social psychology; Sexual identity; Psychology; Human sexuality; Political science; Pedagogy; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001460064,0.0001391633,0.0002646742,0.0002190177,0.001301583,0.0005398603,0.0004592079,0.0001420059,0.001990149],"category_scores_gemma":[0.0006552137,0.0001400894,0.0002261896,0.0002894764,0.0001344222,0.0007592308,0.00005182132,0.0003132872,0.00002494865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003088199,"about_ca_system_score_gemma":0.004267836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005728407,"about_ca_topic_score_gemma":0.00133982,"domain_scores_codex":[0.9979593,0.0003884571,0.000514111,0.0002198314,0.0006016564,0.0003166017],"domain_scores_gemma":[0.9977397,0.0002848221,0.0006029089,0.0001879151,0.0008757917,0.0003088856],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009849574,0.0007756426,0.03112175,0.0001304701,0.0001804114,0.000007776304,0.3642213,0.00002547935,0.0007955669,0.0150969,0.5869749,0.0005713591],"study_design_scores_gemma":[0.0003154177,0.0001111844,0.0264756,0.0001468458,0.00007339752,0.000009970591,0.634716,0.000001645504,0.0001788755,0.00700359,0.3307984,0.0001691073],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9321137,0.0003414596,0.00006118041,0.02893922,0.001075173,0.0001680946,0.00000935814,0.00001341512,0.03727838],"genre_scores_gemma":[0.9750332,0.0001173864,0.0007136432,0.001550477,0.001631438,0.000006604156,0.000009916535,0.00001141414,0.02092596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2704947,"threshold_uncertainty_score":0.9999986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1273596744731095,"score_gpt":0.3877664421956092,"score_spread":0.2604067677224997,"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."}}