{"id":"W6902230142","doi":"10.6084/m9.figshare.26606041","title":"Additional file 2 of Speech therapy for transgender women: an updated systematic review and meta-analysis","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Voice therapy; Transgender; Feminization (sociology); Transgender women; Voice Training; Speech therapy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006176458,0.0001162835,0.0009463983,0.0001086011,0.00002140635,0.00001758956,0.00005857707,0.00004843637,0.9972641],"category_scores_gemma":[0.0002966364,0.00007581639,0.0005122555,0.0003902818,0.000004857638,0.000081526,0.000004904246,0.00005881349,0.0002062829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001210252,"about_ca_system_score_gemma":0.00006345662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.597045e-7,"about_ca_topic_score_gemma":0.000003813747,"domain_scores_codex":[0.9992155,0.00003444723,0.0002617949,0.0002020239,0.0001681445,0.0001181241],"domain_scores_gemma":[0.9992208,0.0003092273,0.00005688954,0.0002124681,0.0001276501,0.00007298197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004414773,0.00002502455,1.124568e-8,0.09328981,0.02880007,0.000004585354,0.00006436624,1.361889e-7,0.000001874863,0.000001142845,0.8777656,0.00004296183],"study_design_scores_gemma":[0.0002252426,0.0002468084,0.00001510378,0.010415,0.1369758,0.00002386989,0.0001999056,0.0002384132,0.00004310014,0.00004110109,0.8513988,0.0001768874],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.000003094084,0.02702391,0.000001069087,0.0004094294,0.000001832569,0.001021523,0.971181,0.0000377123,0.000320466],"genre_scores_gemma":[0.0002201847,0.00007721165,0.000234956,0.001761258,0.00001840025,0.004527514,0.9883053,0.00001702915,0.004838173],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9970578,"threshold_uncertainty_score":0.3091703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08881522115667095,"score_gpt":0.3296683663626072,"score_spread":0.2408531452059363,"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."}}