{"id":"W4399760496","doi":"10.1093/neuonc/noae064.680","title":"OTHR-09. HEALTHCARE PROVIDERS’ PERSPECTIVES ON MALAYSIA-SINGAPORE VIRTUAL PEDIATRIC NEURO-ONCOLOGY TUMOR BOARD MEETING","year":2024,"lang":"en","type":"article","venue":"Neuro-Oncology","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Pediatric oncology; Health care; Medicine; Internal medicine; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00137467,0.0007847704,0.001682291,0.0008956475,0.0003504161,0.000117894,0.0004903455,0.0006048604,0.0002377447],"category_scores_gemma":[0.003175019,0.0007676728,0.000536247,0.001125605,0.0004604995,0.0002747115,0.000333333,0.00288036,0.0005547709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001774446,"about_ca_system_score_gemma":0.004387718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005463506,"about_ca_topic_score_gemma":0.0002887343,"domain_scores_codex":[0.9923159,0.001758752,0.001400527,0.002146247,0.001010134,0.001368458],"domain_scores_gemma":[0.9929392,0.004440364,0.0005161784,0.0009666716,0.0003214248,0.0008161702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01198887,0.007472679,0.0472514,0.0071935,0.001201889,0.04677028,0.1997066,0.0006541869,0.1298316,0.02418031,0.3758714,0.1478772],"study_design_scores_gemma":[0.007944787,0.04421922,0.006055691,0.0006460405,0.001174079,0.005018492,0.04762626,0.001674948,0.003296124,0.0006547156,0.8800095,0.001680078],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.799387,0.004578616,0.00006530782,0.1747709,0.006312705,0.00204868,0.00007134283,0.001255698,0.01150979],"genre_scores_gemma":[0.9552434,0.0009257372,0.0007315042,0.03497408,0.007342592,0.000238661,0.00004019243,0.0002888822,0.0002149225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5041381,"threshold_uncertainty_score":0.9994774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03170460768437626,"score_gpt":0.3395348091212825,"score_spread":0.3078302014369063,"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."}}