{"id":"W2993770930","doi":"10.47678/cjhe.v29i3.183332","title":"Gender Patterns in Faculty Participation: A Decade of Experience at a Mid-sized University","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Higher Education","topic":"Gender Diversity and Inequality","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Visibility; Inclusion (mineral); Relevance (law); Task (project management); Task force; Higher education; Medical education; University faculty; Administration (probate law); Sociology; Political science; Psychology; Public relations; Pedagogy; Management; Public administration; Medicine; Social science; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002810168,0.00004236145,0.00009690574,0.0001102396,0.0005060031,0.00003928267,0.0003377293,0.00005677463,0.0008254962],"category_scores_gemma":[0.0001027752,0.00004721406,0.00004457782,0.00007616732,0.0001587624,0.0004307782,0.00001357018,0.00007137263,0.000004785837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000512546,"about_ca_system_score_gemma":0.002237747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1011694,"about_ca_topic_score_gemma":0.2391612,"domain_scores_codex":[0.9993399,0.0001214203,0.0001454023,0.00007374957,0.0001545992,0.0001649486],"domain_scores_gemma":[0.9990354,0.00001709072,0.0002990413,0.0001279417,0.0002087641,0.0003118023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001123251,0.00002779473,0.9356633,0.000006112479,0.000006948997,0.0000065882,0.0607281,0.000004425065,0.00003203303,0.001413882,0.001797935,0.0003016967],"study_design_scores_gemma":[0.0002144969,0.000009281503,0.9256994,0.00001891641,0.00001057943,6.780763e-7,0.01291417,3.663849e-7,0.0001207015,0.0002401252,0.06072208,0.00004925388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924083,0.00007505657,0.00001128245,0.002105863,0.0006879417,0.00005066399,0.00001299578,0.000001196603,0.004646711],"genre_scores_gemma":[0.9966443,0.00001228778,0.00006088487,0.00008370272,0.00008826445,3.198839e-7,0.000002338068,0.000001639421,0.003106326],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1379918,"threshold_uncertainty_score":0.904816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1991802432504788,"score_gpt":0.3832098872482352,"score_spread":0.1840296439977564,"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."}}