{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004117968,0.00002345868,0.00006753331,0.00002727059,0.0001288034,0.00001786343,0.00008958553,0.00002580701,0.00008691056],"category_scores_gemma":[0.00005742339,0.00002504103,0.00001897578,0.0001475136,0.00003892462,0.00007740028,0.00003998377,0.00003103541,0.000001104512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003227588,"about_ca_system_score_gemma":0.001173948,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009716008,"about_ca_topic_score_gemma":0.05460937,"domain_scores_codex":[0.999613,0.0000861498,0.00005043557,0.0000418949,0.0001081306,0.0001004293],"domain_scores_gemma":[0.999624,0.00005678009,0.00001955354,0.00005654928,0.0002111246,0.00003195148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000273599,0.0001315984,0.1473122,0.00009471154,0.00001044148,2.961632e-7,0.8112184,4.647138e-7,0.00004788931,0.01682161,0.004723944,0.019611],"study_design_scores_gemma":[0.0001605947,0.00001317296,0.02873495,0.00001104011,0.000001777033,3.201118e-8,0.9306302,4.483535e-7,0.0005347417,0.0009429271,0.038929,0.00004112842],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8573637,0.00006503482,0.00001429782,0.0006010925,0.0001564081,0.00008672452,0.000005137392,0.000008323721,0.1416993],"genre_scores_gemma":[0.9910335,0.00001931315,0.0002549399,0.00008633027,0.00001246134,0.000009244547,0.000006702977,9.550237e-7,0.008576555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1336698,"threshold_uncertainty_score":0.9968784,"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."}}