{"id":"W4400171210","doi":"10.1016/j.esmoop.2024.103618","title":"An assessment of the attitudes, knowledge, and education regarding the health care needs of LGBTQ patients with cancer: results of an ESMO/SIOPE global survey","year":2024,"lang":"en","type":"article","venue":"ESMO Open","topic":"LGBTQ Health, Identity, and Policy","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; McMaster Children's Hospital","funders":"European Society for Medical Oncology; European Society for Paediatric Oncology","keywords":"Family medicine; Medicine; Medical education; Psychology; Gerontology","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":[],"consensus_categories":[],"category_scores_codex":[0.001127017,0.0001256924,0.0002814932,0.00006699253,0.0001737375,0.00006472165,0.0006457251,0.00007007025,0.00003484431],"category_scores_gemma":[0.00002999614,0.00007526569,0.00003093508,0.0005530163,0.0001406338,0.0002062702,0.0001628923,0.0001547257,0.000001478066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002042022,"about_ca_system_score_gemma":0.002124288,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4264117,"about_ca_topic_score_gemma":0.1943307,"domain_scores_codex":[0.9979627,0.0009549716,0.0004303986,0.0002473386,0.0002029506,0.0002016501],"domain_scores_gemma":[0.9984819,0.00009717228,0.0003012326,0.0007044025,0.0003186048,0.00009672093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001991332,0.0004049856,0.947385,0.0006060618,0.00007574473,1.151386e-7,0.007689327,0.000007416368,5.088551e-7,0.003569605,0.01003855,0.03002352],"study_design_scores_gemma":[0.0007815643,0.0005750408,0.9949394,0.0002057373,0.00004443298,0.000001164913,0.0009659881,0.000008279922,0.000003708068,0.00007753849,0.002320577,0.00007659545],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688597,0.001816624,0.000003789473,0.0009176736,0.001228913,0.0009949679,0.0008294868,0.000009755453,0.0253391],"genre_scores_gemma":[0.9985896,0.0001796412,0.00007437011,0.0001400938,0.0001004285,0.00003716409,0.000148025,0.00001588576,0.0007148406],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.232081,"threshold_uncertainty_score":0.8203707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03787920765319025,"score_gpt":0.4855369856019824,"score_spread":0.4476577779487921,"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."}}