{"id":"W4386800655","doi":"10.1093/neuonc/noad147.047","title":"PSYCHOLOGY EDUCATION WORKSHOPS ARE AN INNOVATIVE METHOD OF OFFERING PSYCHOLOGICAL INPUT TO A WIDER POPULATION","year":2023,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Family Support in Illness","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Psychology; Set (abstract data type); Service (business); Medical education; Population; Medicine; Computer science","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":[0.006708278,0.0008839255,0.0005762571,0.001299884,0.002570594,0.002772096,0.001849192,0.001653767,0.05401404],"category_scores_gemma":[0.0102347,0.0005727341,0.001101601,0.0007099758,0.001163785,0.001988725,0.006586186,0.003453765,0.01200044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007044469,"about_ca_system_score_gemma":0.002222213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003234806,"about_ca_topic_score_gemma":0.001139726,"domain_scores_codex":[0.9951553,0.003176091,0.0001875235,0.0003648333,0.0005461075,0.0005701019],"domain_scores_gemma":[0.9870108,0.007535751,0.0008548507,0.000982374,0.000642685,0.002973592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008978369,0.01285023,0.003139996,0.002718158,0.0001000213,0.001925121,0.03218628,0.0005920214,0.00999049,0.005286158,0.1477979,0.7825158],"study_design_scores_gemma":[0.002709399,0.007652407,0.02642747,0.00285855,0.0001544775,0.002822817,0.03873105,0.001289932,0.007053295,0.01872539,0.8912959,0.0002793683],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2969339,0.004117414,0.1799566,0.03540882,0.01032822,0.02128241,0.001247129,0.007875347,0.4428502],"genre_scores_gemma":[0.5444909,0.006088823,0.2673947,0.0158757,0.004544008,0.02425436,0.0007923741,0.001110137,0.135449],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05401404,"threshold_uncertainty_score":0.180695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.101464068257789,"score_gpt":0.4782614558589643,"score_spread":0.3767973876011754,"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."}}