{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008288991,0.001271934,0.001302541,0.001489042,0.01118334,0.01135841,0.001991852,0.01421659,0.04292399],"category_scores_gemma":[0.03715811,0.0008866193,0.001488511,0.001005888,0.005590904,0.01532842,0.008684287,0.0371159,0.01361818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003243263,"about_ca_system_score_gemma":0.01511183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01532385,"about_ca_topic_score_gemma":0.04380234,"domain_scores_codex":[0.9921101,0.001754521,0.0003922655,0.0008545987,0.003339625,0.001548888],"domain_scores_gemma":[0.9684293,0.005134401,0.001183895,0.00102096,0.008158207,0.01607331],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002831232,0.00005854656,0.0005267104,0.00006961606,0.00001459973,0.0002652451,0.0006412855,0.00002345053,0.0001023143,0.005230829,0.9748345,0.01820467],"study_design_scores_gemma":[0.00001376991,0.00003560018,0.0005882423,0.0002527658,0.00000930077,0.0002894486,0.002771031,0.00002926019,0.00004121475,0.003687107,0.9922536,0.00002866588],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004357117,0.006365628,0.000285724,0.9158812,0.06412357,0.00001393316,0.00002413185,0.000054528,0.01281561],"genre_scores_gemma":[0.007650263,0.01182088,0.00125006,0.8343343,0.03066468,0.00004836037,0.00004518434,0.0002302948,0.1139561],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04292399,"threshold_uncertainty_score":0.143595,"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."}}