{"id":"W4378191118","doi":"10.1097/iae.0000000000003843","title":"Diagnostic and Therapeutic Challenges","year":2023,"lang":"en","type":"article","venue":"Retina","topic":"Retinal and Optic Conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre","funders":"","keywords":"Aflibercept; Medical physics; Medicine; Intensive care medicine; Optometry; Psychology; Surgery","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":[0.00007759034,0.00004888381,0.00008621793,0.00004355057,0.00003966115,0.000005000922,0.00001823209,0.00002739649,0.0001040343],"category_scores_gemma":[0.0001636899,0.00003713493,0.00002352128,0.0000939758,0.00004187908,0.000008469296,0.00001808959,0.00006029111,0.0003009222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005299224,"about_ca_system_score_gemma":0.00001106448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002788579,"about_ca_topic_score_gemma":0.000001604354,"domain_scores_codex":[0.9996368,0.00001116997,0.00005952197,0.0001045111,0.00007750071,0.000110514],"domain_scores_gemma":[0.9995284,0.0002851437,0.00001110195,0.00009781233,0.00001842103,0.00005908334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001338426,0.0002760003,0.09382042,0.001172531,0.0002417844,0.001626826,0.004255472,0.000002741665,0.007590232,0.09688397,0.01157922,0.7824169],"study_design_scores_gemma":[0.0003102231,0.0002008549,0.9682299,0.000116301,0.00005786141,0.0001332444,0.0003462334,0.0001244328,0.0001537251,0.003653289,0.02660744,0.00006646416],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9516846,0.003667596,0.000004329252,0.02088244,0.00005699565,0.0001423538,0.000002055502,0.0001365964,0.02342305],"genre_scores_gemma":[0.9915462,0.005542064,0.00003377671,0.000166722,0.00008853315,0.0000187268,0.000007046235,0.000007814277,0.002589183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8744095,"threshold_uncertainty_score":0.3867846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04203439885760053,"score_gpt":0.2963099131505278,"score_spread":0.2542755142929273,"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."}}