{"id":"W4387754884","doi":"10.18192/uojm.v13is1.6576","title":"How Our Healthcare System Has Failed Trans Canadians","year":2023,"lang":"en","type":"article","venue":"University of Ottawa Journal of Medicine","topic":"Canadian Policy and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Health care; Healthcare system; Medicine; Political science; Internet privacy; Computer science; Law","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007518857,0.00006325041,0.000274143,0.0002747805,0.0003467224,0.00001010989,0.0003353222,0.00007455386,0.00003487538],"category_scores_gemma":[0.0001831457,0.00006342056,0.00008535426,0.0004978402,0.0002897126,0.0001508345,0.000006277294,0.0001661697,0.000003644217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003789499,"about_ca_system_score_gemma":0.001054244,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5577609,"about_ca_topic_score_gemma":0.746575,"domain_scores_codex":[0.9989095,0.0001338978,0.0001538613,0.00007476383,0.0004751055,0.0002528494],"domain_scores_gemma":[0.9988548,0.000063232,0.0003138522,0.00008649138,0.0002219696,0.0004596244],"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":[0.00003192523,0.00000977443,0.003894165,0.0001450318,0.00007975793,0.001214038,0.06364706,0.0000226418,0.00006036917,0.03369941,0.8935,0.003695769],"study_design_scores_gemma":[0.001002887,0.0001251769,0.008792693,0.0003586634,0.00004193234,0.0000171601,0.1619438,0.00001228269,0.000004635387,0.00006189794,0.8275778,0.00006113196],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0372148,0.0003755896,0.000257381,0.9558007,0.0005830612,0.0001073366,0.0001204061,0.00002110872,0.005519592],"genre_scores_gemma":[0.9887657,0.0002332364,0.00003551038,0.0004180263,0.0004809706,1.575109e-8,0.000001190986,0.000004458575,0.01006095],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9553827,"threshold_uncertainty_score":0.445184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03272533692983483,"score_gpt":0.2563444020149403,"score_spread":0.2236190650851055,"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."}}