{"id":"W4210696760","doi":"10.1016/j.jaci.2021.12.410","title":"Trends in the Proportion of Women Speakers at North American Allergy and Immunology Conferences over a 12-year Period","year":2022,"lang":"en","type":"article","venue":"Journal of Allergy and Clinical Immunology","topic":"Conferences and Exhibitions Management","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; University of British Columbia; Queen's University","funders":"","keywords":"Medicine; Period (music); Allergy; Clinical immunology; Demography; Immunology; Family medicine; Sociology","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":[0.001540724,0.00008995994,0.0003829859,0.0001884093,0.0003337373,0.00002517397,0.0003014581,0.00005497169,0.001069874],"category_scores_gemma":[0.0001092191,0.00006627415,0.0001019084,0.0002770828,0.00139228,0.00008576268,0.0002194059,0.0004015601,7.739754e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058949,"about_ca_system_score_gemma":0.0001664833,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001820825,"about_ca_topic_score_gemma":0.03182229,"domain_scores_codex":[0.9977655,0.0008496085,0.0006897806,0.0001589194,0.0002587945,0.0002773465],"domain_scores_gemma":[0.998889,0.0001955279,0.0006712091,0.0001179372,0.00007319787,0.00005311092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.004348002,0.00177307,0.3948485,0.000008674984,0.00414719,0.0001810414,0.07459346,0.00005822477,0.00007167525,0.09284329,0.001358962,0.4257679],"study_design_scores_gemma":[0.0008183303,0.002184106,0.7858903,0.000004808761,0.00001623277,0.00002049187,0.05753919,0.000009310837,3.772973e-7,0.0005512799,0.1528907,0.00007487084],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919701,0.0004502908,0.000004504136,0.005037569,0.0002501597,0.00006110325,0.000002799389,0.000003654608,0.002219787],"genre_scores_gemma":[0.9905112,0.008870658,0.00002511549,0.0001882275,0.00005967743,0.000009663856,0.000003732014,0.000003476571,0.0003282092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.425693,"threshold_uncertainty_score":0.9998433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03072349488400599,"score_gpt":0.3228356094237603,"score_spread":0.2921121145397543,"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."}}