{"id":"W4411716520","doi":"10.12968/opti.2025.271.7000.8","title":"Keeping up with the Joneses","year":2025,"lang":"en","type":"article","venue":"Optician","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Paul University","funders":"","keywords":"Keeping up with the Joneses; Business","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":[0.00004653495,0.00005243024,0.00008712896,0.00003270071,0.00008797777,0.00001236479,0.00004964498,0.00002290464,0.00003311713],"category_scores_gemma":[0.00002497242,0.00002636279,0.00002800047,0.0001603716,0.00006961141,0.00001361369,0.00001424602,0.00008752105,0.00002997084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009157397,"about_ca_system_score_gemma":0.00004525971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003494873,"about_ca_topic_score_gemma":0.00004723525,"domain_scores_codex":[0.9996657,0.000009980326,0.00005114282,0.00007966638,0.00007858232,0.0001148933],"domain_scores_gemma":[0.9997606,0.00003120414,0.00001299434,0.000139583,0.00003131678,0.00002425899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001650364,0.0005254613,0.6491614,0.0008216837,0.000941916,0.0003508798,0.004743168,0.00002173618,0.01223116,0.1259135,0.08810539,0.1155333],"study_design_scores_gemma":[0.001819684,0.0004026715,0.7480413,0.0006617821,0.0003660627,0.00005126746,0.007428689,0.000474814,0.001557023,0.0004080018,0.2386041,0.0001846151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7259037,0.0003842721,0.0003761875,0.02718518,0.0001443686,0.0001802655,2.499771e-7,0.00003320035,0.2457926],"genre_scores_gemma":[0.9838207,0.00001523704,0.0002166511,0.003412114,0.000034172,0.000007749506,0.000001473472,0.000005503655,0.01248635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.257917,"threshold_uncertainty_score":0.1075043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006636508218561809,"score_gpt":0.2574419514670788,"score_spread":0.250805443248517,"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."}}