{"id":"W4200275159","doi":"10.1109/istas52410.2021.9629141","title":"Towards a community of care: Counterspaces for women in sTem education","year":2021,"lang":"en","type":"article","venue":"","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Government of Canada","keywords":"Nature versus nurture; Information and Communications Technology; Identity (music); Intervention (counseling); Sociology; Public relations; Pedagogy; Gender studies; Engineering ethics; Political science; Medicine; Nursing; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.008520188,0.0003989144,0.0004855109,0.001327905,0.01718352,0.008900546,0.002162817,0.003005024,0.01059466],"category_scores_gemma":[0.01147101,0.0002958539,0.0006343005,0.001054713,0.01680945,0.009749984,0.02373084,0.004811544,0.0008000477],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005510311,"about_ca_system_score_gemma":0.01591307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00843055,"about_ca_topic_score_gemma":0.02967404,"domain_scores_codex":[0.9910175,0.006338925,0.0001447648,0.0004030726,0.0007179501,0.001377929],"domain_scores_gemma":[0.9909642,0.003281484,0.0008353954,0.0004013823,0.0008239024,0.003693642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000903401,0.0002464233,0.01357271,0.0009552137,0.00003071663,0.001071696,0.6227196,0.0001002952,0.0006248459,0.1168793,0.02519868,0.2185102],"study_design_scores_gemma":[0.0000167876,0.0001560347,0.005233387,0.001851143,0.00002020061,0.0004887321,0.7837118,0.000116677,0.0002876845,0.02903932,0.1790396,0.00003858077],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5217384,0.01839517,0.01653333,0.2701597,0.003026569,0.0004436192,0.000214466,0.000222011,0.1692668],"genre_scores_gemma":[0.9599096,0.005625867,0.006665864,0.01374926,0.0002382846,0.0003259634,0.00006789324,0.00005765229,0.01335965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01718352,"threshold_uncertainty_score":0.04505956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03693343795538408,"score_gpt":0.3110399660972412,"score_spread":0.2741065281418572,"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."}}