{"id":"W2990521342","doi":"10.1080/19419899.2019.1690030","title":"LGBTQ+ students in higher education: an evaluation of website data and accessible, ongoing resources in Ontario universities","year":2019,"lang":"en","type":"article","venue":"Psychology and Sexuality","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Lesbian; Queer; Transgender; Mental health; Psychology; Homosexuality; Web resource; Limited resources; Diversity (politics); Medical education; Public relations; Sociology; Political science; World Wide Web; Medicine; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02385143,0.000507888,0.001197386,0.002711466,0.006970971,0.005284471,0.00159581,0.0008996488,0.004315864],"category_scores_gemma":[0.04967658,0.0007584571,0.001160526,0.005663941,0.002593607,0.002619118,0.004023082,0.001269931,0.0006541823],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04447486,"about_ca_system_score_gemma":0.08739035,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7672766,"about_ca_topic_score_gemma":0.8939188,"domain_scores_codex":[0.9813467,0.006863397,0.00161461,0.0008588037,0.006460315,0.002856205],"domain_scores_gemma":[0.9400963,0.01723216,0.007096286,0.003090476,0.01910715,0.0133776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003831922,0.01541721,0.5574232,0.003140196,0.0002623113,0.0007428162,0.1808761,0.0006496437,0.001590549,0.0008040338,0.006872611,0.2283895],"study_design_scores_gemma":[0.0004649755,0.004609182,0.8420243,0.0009542797,0.0002175453,0.00006698914,0.1295076,0.0007851151,0.0008442606,0.0001625067,0.02022506,0.0001382343],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892892,0.0002256834,0.0001198927,0.000511887,0.00001786763,0.00280682,0.0006876598,0.00002813736,0.006312777],"genre_scores_gemma":[0.9901524,0.0008227577,0.001632731,0.0003046848,0.00001790061,0.002403325,0.0009041907,0.00002449808,0.003737451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9555252,"threshold_uncertainty_score":0.4681878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2285335753062277,"score_gpt":0.5158957174300122,"score_spread":0.2873621421237845,"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."}}