{"id":"W4281298710","doi":"10.1177/07067437221102725","title":"“Mental Readiness” and Gatekeeping in Trans Healthcare","year":2022,"lang":"en","type":"article","venue":"The Canadian Journal of Psychiatry","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; York University; University of Toronto","funders":"","keywords":"Gatekeeping; Psychology; Health care; Mental health; Mental health care; Mental healthcare; Medicine; Psychiatry; Political science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01435663,0.0002829018,0.0003898246,0.0009242191,0.008490155,0.006969836,0.001987215,0.007977622,0.004659916],"category_scores_gemma":[0.03074352,0.0002923551,0.0007183015,0.000706311,0.03141952,0.008185235,0.009002841,0.01471878,0.0004871018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01127795,"about_ca_system_score_gemma":0.03171438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0462233,"about_ca_topic_score_gemma":0.09260537,"domain_scores_codex":[0.9788993,0.014278,0.000969406,0.001091646,0.001848436,0.002913252],"domain_scores_gemma":[0.9798824,0.01145447,0.001890132,0.0006360094,0.002085557,0.004051459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005298043,0.00008212261,0.005501497,0.0006085193,0.00002084154,0.001534933,0.09979182,0.0002198914,0.0002837869,0.7657679,0.07120028,0.05493552],"study_design_scores_gemma":[0.00005073202,0.0001468565,0.01336433,0.009097334,0.00005048548,0.002661637,0.1858279,0.0006523505,0.0006028229,0.2901314,0.4972043,0.0002098845],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02306136,0.01083002,0.003605223,0.903394,0.003775096,0.0000558448,0.00003671855,0.00002695684,0.05521481],"genre_scores_gemma":[0.7022004,0.01332801,0.002586941,0.2732131,0.002066009,0.0001634679,0.00004359944,0.00005117671,0.00634741],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0462233,"threshold_uncertainty_score":0.09190845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723944507633103,"score_gpt":0.3245948579027402,"score_spread":0.2973554128264092,"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."}}