{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007621434,0.0003013791,0.0004364039,0.001471365,0.00312755,0.004740889,0.0007239687,0.001247691,0.01297162],"category_scores_gemma":[0.01141344,0.0001351272,0.0003612346,0.001474109,0.009049596,0.005325606,0.007582711,0.001912464,0.000639775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00307862,"about_ca_system_score_gemma":0.004242445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002456075,"about_ca_topic_score_gemma":0.002732167,"domain_scores_codex":[0.9949744,0.002681901,0.0001520973,0.0005875464,0.001001586,0.0006026387],"domain_scores_gemma":[0.9939718,0.003656366,0.000585524,0.0003570987,0.0007290832,0.0007001448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004619005,0.0000678267,0.008201338,0.0007516507,0.00002418857,0.0001650637,0.02382785,0.0002350409,0.000483374,0.6175975,0.01898437,0.3296156],"study_design_scores_gemma":[0.0000153354,0.0001636837,0.02533218,0.002611532,0.00003468396,0.0006021894,0.02622141,0.0001858879,0.001147652,0.2387198,0.7049261,0.00003966408],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1467771,0.1877371,0.02190885,0.1205517,0.00669664,0.0001541076,0.0002901922,0.0001230976,0.5157613],"genre_scores_gemma":[0.9009246,0.05276025,0.002345663,0.01378361,0.002743106,0.0001464,0.0001141189,0.00009053584,0.02709185],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9968724,"threshold_uncertainty_score":0.04339439,"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."}}