{"id":"W2587455619","doi":"10.1097/01.eem.0000512774.01399.d7","title":"Diversity Matters","year":2017,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transgender; Limelight; Gender diversity; Diversity (politics); Gender identity; Identity (music); Transsexual; Psychology; Medicine; Gerontology; Gender studies; Sociology; Social psychology; Political science; Law; Management","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002651236,0.0009603858,0.001000568,0.001875357,0.006089796,0.01585749,0.002077128,0.006543476,0.6532984],"category_scores_gemma":[0.02089894,0.0006222525,0.0008220945,0.002054853,0.003252796,0.006268081,0.01044832,0.006698216,0.5192503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002179721,"about_ca_system_score_gemma":0.005392997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002532748,"about_ca_topic_score_gemma":0.003714934,"domain_scores_codex":[0.9942021,0.001115856,0.0003814747,0.001323695,0.002106841,0.0008699729],"domain_scores_gemma":[0.9886619,0.001577266,0.000426483,0.002650512,0.003199947,0.003483926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008628399,0.00001783177,0.0001692522,0.00008149505,0.000003634568,0.00007001635,0.0002077153,0.00001340976,0.00008473782,0.007095775,0.9488712,0.0433763],"study_design_scores_gemma":[0.000001559967,0.000002026061,0.00008049051,0.00005251697,5.565767e-7,0.000036187,0.00008071381,0.000006115146,0.00001582507,0.0008220707,0.9988999,0.000001908788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.0004520574,0.003379613,0.0008771713,0.06131833,0.0433093,0.0001338253,0.001405319,0.001381543,0.8877429],"genre_scores_gemma":[0.006308163,0.002535459,0.0007409141,0.04596332,0.01046795,0.0001286345,0.001249576,0.001302244,0.9313038],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6532984,"threshold_uncertainty_score":0.4945277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.119047255879766,"score_gpt":0.4389466734401127,"score_spread":0.3198994175603466,"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."}}