{"id":"W2469718155","doi":"10.32920/22726796.v1","title":"Service provider views on issues and needs for lesbian, gay, bisexual, and transgender youth","year":2023,"lang":"en","type":"article","venue":"","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transgender; Lesbian; Sexual orientation; Service provider; Agency (philosophy); Multiculturalism; Focus group; Sexual minority; Service (business); Gender studies; Psychology; Sociology; Business; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.005396046,0.0001277201,0.0002479805,0.0006842143,0.005821276,0.002922392,0.0005311189,0.001264651,0.005734742],"category_scores_gemma":[0.008488939,0.0002935819,0.0002650708,0.001113572,0.001683308,0.001290356,0.001811658,0.001781887,0.0002898863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006364285,"about_ca_system_score_gemma":0.01325773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1130559,"about_ca_topic_score_gemma":0.2586166,"domain_scores_codex":[0.9960302,0.002081653,0.0001516246,0.00008907789,0.0005789346,0.001068468],"domain_scores_gemma":[0.9931942,0.002010006,0.0006096277,0.00007471976,0.001485842,0.002625463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000265096,0.0003553239,0.1997662,0.0006970794,0.00004500354,0.003237753,0.664786,0.0002799803,0.002524639,0.008592728,0.05572566,0.06372463],"study_design_scores_gemma":[0.00001531221,0.00008159026,0.03728192,0.0004467219,0.00002161073,0.0004851143,0.9329871,0.000153938,0.0001315652,0.0003523659,0.02802317,0.0000195271],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9112175,0.001626893,0.0001678211,0.06108591,0.0002563994,0.00004738423,0.0001395727,0.00001741826,0.0254411],"genre_scores_gemma":[0.9888326,0.002581596,0.0002918539,0.005207658,0.00007764707,0.00005010246,0.00007262234,0.0000148238,0.002870994],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1130559,"threshold_uncertainty_score":0.2247956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3528551765817869,"score_gpt":0.4769473208737653,"score_spread":0.1240921442919784,"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."}}