{"id":"W4416431120","doi":"10.1159/000549665","title":"Special Issue: Cytopathology in Pediatrics","year":2025,"lang":"en","type":"article","venue":"Acta Cytologica","topic":"Neuroblastoma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jewish General Hospital","funders":"","keywords":"","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":[0.00008902343,0.0001052237,0.0002503772,0.0002556643,0.0000423996,0.000009215004,0.0001036463,0.0001090294,0.0006951995],"category_scores_gemma":[0.0004186556,0.00007974592,0.00005189803,0.0004382982,0.00007104152,0.00003263075,0.0000927661,0.00025252,0.0002587261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007011276,"about_ca_system_score_gemma":0.0001104795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001138468,"about_ca_topic_score_gemma":0.00002386129,"domain_scores_codex":[0.9990518,0.00006601654,0.0001637382,0.0002617703,0.0001287784,0.0003279063],"domain_scores_gemma":[0.9995084,0.0001309174,0.00002500254,0.0002226413,0.00003409886,0.00007893254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001491326,0.001436991,0.7150669,0.0001067848,0.00003984876,0.01145593,0.0001091428,5.909689e-7,0.005629671,0.001246692,0.2312135,0.03220263],"study_design_scores_gemma":[0.002777963,0.0007657697,0.7726359,0.0000198366,0.00004000181,0.0001582697,0.00004714992,0.000005793444,0.001767545,0.0007616403,0.2209268,0.00009336384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.817507,0.00006508728,0.000003568174,0.005350612,0.0003057731,0.0002842523,0.000004102904,0.00004614492,0.1764335],"genre_scores_gemma":[0.9911753,0.0002214042,0.0002709772,0.0009041112,0.000944839,0.00002568685,0.00001061215,0.000005694926,0.006441372],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1736683,"threshold_uncertainty_score":0.7611947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01580278180466143,"score_gpt":0.3200569939266683,"score_spread":0.3042542121220068,"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."}}