{"id":"W4391345463","doi":"10.1103/physrevphyseducres.20.010102","title":"Gender equity in physics labs","year":2024,"lang":"en","type":"article","venue":"Physical Review Physics Education Research","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Scholarship; Intersectionality; Equity (law); Gender equity; Context (archaeology); Curriculum; Engineering ethics; Public relations; Sociology; Political science; Social science; Pedagogy; Engineering; Gender studies","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002067781,0.0001118528,0.0002146383,0.00007181906,0.0003180364,0.0002123593,0.0004295999,0.00003211694,0.0001950138],"category_scores_gemma":[0.0003015369,0.0001096975,0.0001292839,0.002396188,0.0002570828,0.0004515825,0.0002856032,0.000508592,0.001253905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005948616,"about_ca_system_score_gemma":0.003353118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007760315,"about_ca_topic_score_gemma":0.00008719207,"domain_scores_codex":[0.9971703,0.0004766343,0.0001553142,0.0003767014,0.0013213,0.0004997465],"domain_scores_gemma":[0.9987131,0.0004289438,0.00002362008,0.0002414705,0.000411926,0.0001809171],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00000205177,0.0003836886,0.0008509829,0.001013597,0.00001186964,0.000001905326,0.007431602,8.681133e-7,0.00006504255,0.6174752,0.04413594,0.3286272],"study_design_scores_gemma":[0.00007687047,0.00001555028,0.002886358,0.001618075,0.00002546194,1.494162e-7,0.001730338,0.0001291532,0.0001792761,0.5923545,0.4006993,0.0002850363],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06244876,0.03673935,0.0002794342,0.01140761,0.001491033,0.002096704,0.00002017548,0.0002473143,0.8852696],"genre_scores_gemma":[0.9797136,0.0148514,0.00008612385,0.0004712123,0.002533925,0.0001338253,0.00003747781,0.00001649126,0.00215592],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9172649,"threshold_uncertainty_score":0.9995238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3667060268526386,"score_gpt":0.5861405963774424,"score_spread":0.2194345695248038,"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."}}