{"id":"W4413128513","doi":"10.12775/qs.2025.44.62962","title":"Retinoblastoma: Evolving Concepts and Future Challenges","year":2025,"lang":"en","type":"article","venue":"Quality in Sport","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital","funders":"","keywords":"Retinoblastoma; Computer science; Data science; Biology; Genetics","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":[0.005276426,0.0008372467,0.002048458,0.00321786,0.0008847168,0.003411563,0.001879529,0.003669232,0.006355456],"category_scores_gemma":[0.006252667,0.0003439431,0.001030531,0.002076369,0.00408061,0.007464751,0.001895188,0.006457359,0.002594316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002656865,"about_ca_system_score_gemma":0.004830233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001900927,"about_ca_topic_score_gemma":0.003900688,"domain_scores_codex":[0.9988237,0.0003523478,0.0001871139,0.0001852462,0.0003316406,0.0001200061],"domain_scores_gemma":[0.9926695,0.004382221,0.0003985676,0.0002257693,0.001676606,0.0006474492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001443244,0.0001493245,0.0009374492,0.007508439,0.00008316941,0.0008161709,0.0004935241,0.0005281398,0.0006829037,0.04463707,0.08117971,0.8628397],"study_design_scores_gemma":[0.00002276141,0.0001430176,0.0009987202,0.007470369,0.00006822446,0.003175164,0.0012746,0.0003116508,0.0002092308,0.04882221,0.9374427,0.00006146445],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002881346,0.9698774,0.000755803,0.02449886,0.002171914,0.000006058259,0.00002608891,0.00004094146,0.00233493],"genre_scores_gemma":[0.003384823,0.9810801,0.001597204,0.006417788,0.006403579,0.00002488539,0.00004901179,0.00001714962,0.001025438],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006355456,"threshold_uncertainty_score":0.02790475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02459783675926454,"score_gpt":0.3768418130663529,"score_spread":0.3522439763070884,"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."}}