{"id":"W4409580488","doi":"10.5195/jmla.2025.2002","title":"Development and validation of LGBTQIA+ search filters: Report on process and pilot filter for queer women","year":2025,"lang":"en","type":"article","venue":"Journal of the Medical Library Association JMLA","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Queer; Filter (signal processing); Lesbian; Transgender; Computer science; Gender studies; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1592216,0.001871313,0.002534556,0.01077758,0.003242532,0.004502484,0.003370013,0.002774253,0.01206639],"category_scores_gemma":[0.3691771,0.001572021,0.003838507,0.006294553,0.001284662,0.0044931,0.004745549,0.001484782,0.0048279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004388058,"about_ca_system_score_gemma":0.02039818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01886238,"about_ca_topic_score_gemma":0.02681,"domain_scores_codex":[0.9373976,0.02540905,0.0225965,0.004116311,0.008918831,0.001561731],"domain_scores_gemma":[0.6701152,0.2154857,0.01840425,0.0178307,0.07555208,0.002612043],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005121592,0.001067248,0.07089584,0.06254593,0.001663778,0.001250858,0.03297512,0.00305712,0.02275269,0.007879376,0.08216666,0.7086237],"study_design_scores_gemma":[0.004272011,0.004372844,0.1923252,0.04449559,0.008112893,0.003140514,0.0146512,0.02296547,0.0818743,0.0134836,0.608844,0.001462357],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2470202,0.01647389,0.3608796,0.01060326,0.001196198,0.2568307,0.05928139,0.01616722,0.03154748],"genre_scores_gemma":[0.1522964,0.003521604,0.6680595,0.002890258,0.0002445564,0.1419196,0.0222471,0.001710517,0.00711037],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8407784,"threshold_uncertainty_score":0.8420543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0297576824002881,"score_gpt":0.3644129468687555,"score_spread":0.3346552644684674,"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."}}