{"id":"W4381687127","doi":"10.1200/go.22.00445","title":"Health Services Needs Assessment for Retinoblastoma in Ethiopia","year":2023,"lang":"en","type":"article","venue":"JCO Global Oncology","topic":"Ocular Oncology and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; Public Health Ontario; University of Toronto","funders":"","keywords":"Retinoblastoma; Tier 2 network; Medicine; Health care; Enucleation; Service (business); Human resources; Descriptive statistics; Medical emergency; Business; Computer science; Surgery; Marketing; Telecommunications","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":[0.0004963016,0.0001428305,0.0005443737,0.0001504565,0.00008372891,0.000005177737,0.0000902292,0.0003180607,0.00003618102],"category_scores_gemma":[0.00002423948,0.0001261964,0.00009652362,0.0006635724,0.00005865086,0.00003844874,0.0000669055,0.0001811605,0.0001888107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001305785,"about_ca_system_score_gemma":0.000869691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002533801,"about_ca_topic_score_gemma":0.001624654,"domain_scores_codex":[0.9986466,0.0001396957,0.0003289715,0.0002597857,0.0001372948,0.0004876457],"domain_scores_gemma":[0.9993151,0.0001459657,0.0001212723,0.0001986594,0.00005822581,0.0001607564],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001176665,0.001278078,0.9000686,0.0005320934,0.0002737001,0.0007459556,0.0007659197,0.00002814277,0.00008489247,0.01057382,0.01331403,0.07115809],"study_design_scores_gemma":[0.007562196,0.005782614,0.8174458,0.0001076325,0.00007042907,0.000133842,0.0007991446,0.0005493943,0.00001603772,0.002086816,0.1653396,0.0001065171],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379198,0.0002089124,0.0000772651,0.04243821,0.00117563,0.001261868,0.00005793291,0.0002025135,0.01665785],"genre_scores_gemma":[0.9865461,0.0001092761,0.004264294,0.007589969,0.0001519705,0.0002036869,0.0002188485,0.00001467422,0.0009012067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1520256,"threshold_uncertainty_score":0.5146142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169711449323518,"score_gpt":0.412362832759973,"score_spread":0.3906657182667378,"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."}}