{"id":"W2806592519","doi":"10.1177/2158244018777780","title":"Communicating While Transgender: Apprehension, Loneliness, and Willingness to Communicate in a Canadian Sample","year":2018,"lang":"en","type":"article","venue":"SAGE Open","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"Royal Roads University","keywords":"Loneliness; Communication apprehension; Psychology; Interpersonal communication; Willingness to communicate; Transgender; Social psychology; Apprehension; Embarrassment; Stressor; Population; Applied psychology; Clinical psychology; Anxiety; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008859487,0.0001460824,0.0002744904,0.0001470419,0.0005318309,0.0001466695,0.00136152,0.0001258955,0.0006506008],"category_scores_gemma":[0.00008010059,0.0001544046,0.00002246328,0.0003917067,0.0001559615,0.000151632,0.0004239908,0.0002811454,0.0002961438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007915343,"about_ca_system_score_gemma":0.0002212403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9682527,"about_ca_topic_score_gemma":0.9820855,"domain_scores_codex":[0.9982913,0.0003834458,0.0003516452,0.0002975693,0.00007849845,0.0005975479],"domain_scores_gemma":[0.9979872,0.0002029459,0.00006262845,0.001256668,0.00006918304,0.0004213586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001605427,0.0002214923,0.8503168,0.0002035242,0.00005241048,0.00002308936,0.04416103,0.00000434378,0.00009095339,0.005341427,0.01986138,0.07956306],"study_design_scores_gemma":[0.001720507,0.0001584907,0.6222144,0.0001210198,0.00002809103,0.00002391198,0.001521,0.0001131217,0.00000693618,0.002847002,0.3707787,0.0004668089],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8541472,0.002056846,0.0002011203,0.01818018,0.0004708723,0.001586755,0.0001973859,0.00004988954,0.1231098],"genre_scores_gemma":[0.9923342,0.0003167244,0.001860015,0.004203514,0.0001317077,0.00007524021,0.00004271904,0.00003392312,0.001001982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3509173,"threshold_uncertainty_score":0.7123622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1173010438271365,"score_gpt":0.4157161980438501,"score_spread":0.2984151542167136,"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."}}