{"id":"W7096345757","doi":"","title":"ACCESS AND MERIT: A DEBATE ON ENCOURAGING WOMEN IN SCIENCE & ENGINEERING","year":2008,"lang":"en","type":"article","venue":"","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Women in science; Work (physics); Government (linguistics); Science and engineering","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05287524,0.0003156213,0.001223716,0.001569717,0.01934195,0.01539934,0.003449466,0.02485153,0.01011714],"category_scores_gemma":[0.1055817,0.0005338358,0.000654319,0.001843185,0.02752878,0.00984881,0.01128108,0.02136017,0.001042584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01655862,"about_ca_system_score_gemma":0.04818896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1540794,"about_ca_topic_score_gemma":0.2817225,"domain_scores_codex":[0.9656465,0.01410639,0.0009746508,0.002300839,0.009795192,0.007176416],"domain_scores_gemma":[0.8911226,0.06623692,0.004406201,0.002518767,0.0120735,0.02364195],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002780153,0.0001940954,0.01535069,0.0004988678,0.00006874216,0.0006294215,0.1492434,0.0001753743,0.00103501,0.520936,0.2065589,0.1050314],"study_design_scores_gemma":[0.0001693414,0.0002156911,0.01484628,0.002095907,0.0000967059,0.0004821964,0.1004932,0.0002478964,0.0008255204,0.08055583,0.7998523,0.0001191483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02450147,0.002206052,0.0006439433,0.9366271,0.001229987,0.00002916026,0.00003737845,0.00002017385,0.03470465],"genre_scores_gemma":[0.613137,0.002360338,0.001050995,0.3565419,0.002894772,0.00009172807,0.00002719627,0.00008710535,0.02380908],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9471248,"threshold_uncertainty_score":0.3063651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05476487137634381,"score_gpt":0.2974467476471557,"score_spread":0.2426818762708119,"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."}}