{"id":"W4414203678","doi":"10.4103/ljmh.ljmh_14_25","title":"Psycho-oncology Patients in a Tertiary Care Center: Descriptive Profile and Psychiatric Characteristics","year":2025,"lang":"en","type":"article","venue":"Lebanese Journal of Mental Health","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Shores Centre for Mental Health Sciences","funders":"","keywords":"Delirium; Tertiary care; Medical diagnosis; Psychopathology; Depression (economics); Retrospective cohort study; Adjustment disorders; Psychiatric diagnosis; Cancer","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004632233,0.0001299358,0.0002831192,0.001397904,0.0008783374,0.0005652323,0.0003194828,0.0003293539,0.001844419],"category_scores_gemma":[0.001359042,0.0001834965,0.0001808056,0.001985355,0.0003338681,0.0005052559,0.0006403707,0.0003545342,0.000205581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001233148,"about_ca_system_score_gemma":0.0009614835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00895041,"about_ca_topic_score_gemma":0.01707743,"domain_scores_codex":[0.9996204,0.00008352442,0.00005790502,0.00004751831,0.00008313581,0.0001074192],"domain_scores_gemma":[0.9989908,0.0001842821,0.0004580804,0.0000261735,0.0001128266,0.0002277652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002335714,0.00004699165,0.9980349,0.00001421092,0.000006786842,0.0002831941,0.0004708224,0.00001195763,0.0001029831,0.00001256986,0.0001264732,0.0008657516],"study_design_scores_gemma":[0.000004871232,0.00009086624,0.9952438,0.00001914991,0.000006079866,0.0008200212,0.003488861,0.00005598529,0.00003998425,0.0000137744,0.0002132452,0.000003285223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991183,0.0002387416,0.00002534723,0.00008095288,0.000002490133,0.00002209126,0.0002303829,0.000001447523,0.0002802887],"genre_scores_gemma":[0.9994242,0.0001621262,0.00003932234,0.00006773936,0.000007474151,0.00002270454,0.0001948608,7.001973e-7,0.00008082775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00895041,"threshold_uncertainty_score":0.01779664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008398847671489336,"score_gpt":0.3141724204578712,"score_spread":0.3057735727863819,"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."}}