{"id":"W4392754491","doi":"10.2196/53646","title":"Lack of Diversity in Research on Females with Ehlers-Danlos Syndromes: Recruitment Protocol for a Quantitative Online Survey","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Connective tissue disorders research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Eunice Kennedy Shriver National Institute of Child Health and Human Development; National Institute of Nursing Research","keywords":"Protocol (science); Diversity (politics); Survey research; Medicine; Psychology; Applied psychology; Alternative medicine; Sociology; Pathology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08422551,0.001554354,0.001938733,0.003623321,0.004607735,0.002308857,0.002438001,0.002846992,0.02869704],"category_scores_gemma":[0.06552514,0.002110915,0.001500937,0.00260278,0.002236881,0.003436348,0.003716768,0.003624025,0.009984989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004210035,"about_ca_system_score_gemma":0.016294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002662458,"about_ca_topic_score_gemma":0.004941246,"domain_scores_codex":[0.9587266,0.02633776,0.006872775,0.00145299,0.003918681,0.002691156],"domain_scores_gemma":[0.9465811,0.02060975,0.004448113,0.006980642,0.01785808,0.00352238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01788505,0.02750484,0.09743095,0.02889799,0.0003910674,0.004284923,0.1265856,0.003725494,0.01780515,0.01605852,0.2623123,0.3971181],"study_design_scores_gemma":[0.01758637,0.02370086,0.1933073,0.01407111,0.0003414014,0.001121087,0.1008458,0.01003162,0.006461214,0.01383999,0.6180018,0.0006915086],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.02418314,0.0001351882,0.007904032,0.0014175,0.0002582945,0.958683,0.003632919,0.0001752752,0.003610736],"genre_scores_gemma":[0.006339021,0.00008820474,0.005178413,0.0005607005,0.00003238953,0.9869697,0.0003754313,0.00001244627,0.000443711],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.08422551,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9207550867147659,"score_gpt":0.712662367179036,"score_spread":0.2080927195357299,"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."}}