{"id":"W4297902267","doi":"10.3102/1688058","title":"Black Women in Canadian Physics and Astronomy: Self-Defining and Self-Valuing","year":2021,"lang":"en","type":"article","venue":"Proceedings of the 2021 AERA Annual Meeting","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Astronomy; Physics; Astrophysics; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004278659,0.0004679631,0.0006818735,0.002135033,0.03575439,0.006305249,0.002099989,0.001872352,0.008217439],"category_scores_gemma":[0.0112065,0.000374454,0.0004402586,0.003188263,0.01008832,0.002514574,0.005787024,0.004261619,0.000374592],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04455851,"about_ca_system_score_gemma":0.09654126,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9623303,"about_ca_topic_score_gemma":0.9860979,"domain_scores_codex":[0.9946268,0.0009629313,0.000079958,0.0002515747,0.001075108,0.003003666],"domain_scores_gemma":[0.9890873,0.001095051,0.001171804,0.0001942213,0.003181037,0.005270516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002521957,0.0003055145,0.2451212,0.00007669746,0.00004933256,0.0004825189,0.6913845,0.00008157895,0.0004286167,0.01647676,0.0168555,0.02848564],"study_design_scores_gemma":[0.00001772443,0.00003629769,0.1100563,0.0001419012,0.00002645331,0.00008820696,0.856361,0.00009015589,0.0001245317,0.001521686,0.03147758,0.00005817317],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9505844,0.0009493625,0.0001228989,0.01324143,0.0001722611,0.00004999986,0.0001674505,0.000006034947,0.03470621],"genre_scores_gemma":[0.9884438,0.0004945764,0.0001029718,0.00125936,0.00001739858,0.00002175617,0.00007482612,0.00001048789,0.009574743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9554415,"threshold_uncertainty_score":0.3232961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006794132399099208,"score_gpt":0.2135312390750477,"score_spread":0.2067371066759485,"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."}}