{"id":"W4416064766","doi":"10.2196/76055","title":"Retrieving Transgender and Gender Diverse Literature: Protocol for the Development and Validation of 2 Search Hedges","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University; University of Calgary","funders":"","keywords":"Protocol (science); Transgender; Data collection; Gender identity; Population; Identification (biology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1725451,0.005269216,0.01192778,0.01752696,0.005345968,0.00653384,0.004918075,0.00734786,0.08376361],"category_scores_gemma":[0.2256303,0.006153342,0.01019109,0.01487229,0.004843338,0.01039476,0.008200536,0.00622167,0.02452995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01060059,"about_ca_system_score_gemma":0.0518664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004870906,"about_ca_topic_score_gemma":0.008627453,"domain_scores_codex":[0.9003881,0.04336054,0.04071476,0.004790606,0.007498912,0.003247015],"domain_scores_gemma":[0.7594236,0.108199,0.02843858,0.02484474,0.0743141,0.004780009],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03457589,0.003155566,0.005012328,0.3967605,0.002236401,0.00221638,0.03698076,0.003278596,0.01108196,0.01286791,0.2002332,0.2916004],"study_design_scores_gemma":[0.05969913,0.006042572,0.02102642,0.2190773,0.00385696,0.001413172,0.01728467,0.005403541,0.01168516,0.02358522,0.6288542,0.002071607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001476436,0.0005610693,0.004263925,0.0004769489,0.0001951962,0.987605,0.003844908,0.0003535875,0.001222954],"genre_scores_gemma":[0.0006930332,0.0002922352,0.01209048,0.0001813873,0.00002770274,0.9857333,0.0006188372,0.00004005454,0.0003230683],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8274549,"threshold_uncertainty_score":0.9125165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5197105949052242,"score_gpt":0.6422580881157122,"score_spread":0.122547493210488,"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."}}