{"id":"W7108226151","doi":"10.1097/j.jcro.0000000000000201","title":"Our Appreciation","year":2025,"lang":"en","type":"article","venue":"Journal of Cataract and Refractive Surgery Online Case Reports","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kingdom; China; Government (linguistics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002917688,0.00008538693,0.0002540693,0.0002944658,0.0003241998,0.00007848626,0.0000292918,0.00009856267,0.00001777052],"category_scores_gemma":[0.003699685,0.00007026597,0.0001292547,0.0002872852,0.00005595765,0.0009897833,0.0000103615,0.0003195556,7.178593e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009147998,"about_ca_system_score_gemma":0.001489959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005488222,"about_ca_topic_score_gemma":0.0002906827,"domain_scores_codex":[0.9985779,0.0002913562,0.0005598186,0.0001194461,0.0003041696,0.0001473211],"domain_scores_gemma":[0.9964269,0.001522178,0.001223069,0.00009177459,0.0006129073,0.0001231191],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007546571,0.002511129,0.4273155,0.0002228423,0.001144494,0.09135805,0.02198614,0.00002536187,0.0004915633,0.003029495,0.07317726,0.3779835],"study_design_scores_gemma":[0.0001137116,0.00003113276,0.04909505,0.0002043042,0.0001934297,0.02165494,0.07381794,0.000002629664,0.0001645686,0.002789398,0.8517484,0.0001844839],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596954,0.002335972,0.0000674144,0.03137575,0.002489138,0.00007796392,0.000003674756,0.000008939262,0.003945719],"genre_scores_gemma":[0.9952472,0.001497644,0.0002002866,0.0003868154,0.001059074,0.000001092475,0.000009611614,0.000004560321,0.00159367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7785711,"threshold_uncertainty_score":0.4429136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06500029306467961,"score_gpt":0.4175342223739376,"score_spread":0.352533929309258,"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."}}