{"id":"W4416452185","doi":"10.1097/j.jcrs.0000000000001806","title":"Our Appreciation","year":2025,"lang":"en","type":"article","venue":"Journal of Cataract & Refractive Surgery","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kingdom; Government (linguistics); Middle East; Quarter (Canadian coin)","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":[0.003485364,0.00007799859,0.0002297976,0.0003539909,0.0002837038,0.0001034034,0.0001635622,0.00009431335,0.00008853609],"category_scores_gemma":[0.005130169,0.00007056594,0.0001895202,0.0004555576,0.00004571429,0.001642152,0.000009128723,0.0003763464,0.00003718849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002245943,"about_ca_system_score_gemma":0.002117091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003546884,"about_ca_topic_score_gemma":0.0001043599,"domain_scores_codex":[0.9983196,0.0005321015,0.0003988015,0.00009411574,0.0004695436,0.0001858157],"domain_scores_gemma":[0.9949813,0.00332462,0.0008570966,0.00009217808,0.0006509285,0.00009390766],"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":[0.001100752,0.001244323,0.3113591,0.00008690153,0.0008299319,0.00007045746,0.02822957,0.00003197012,0.0007247399,0.03307517,0.3799132,0.2433339],"study_design_scores_gemma":[0.00008076744,0.00001403179,0.08734591,0.00009226867,0.00005930771,0.000005580754,0.03519926,7.259916e-7,0.0003087219,0.003364834,0.8734373,0.00009125085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5589697,0.003842749,0.001005917,0.2261227,0.0126388,0.0002453336,0.000009637592,0.00004023075,0.1971249],"genre_scores_gemma":[0.993474,0.0007392358,0.0001502277,0.001003229,0.001285501,0.000002107333,0.00000399822,0.000004878399,0.00333683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4935242,"threshold_uncertainty_score":0.6141662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07877660483083339,"score_gpt":0.4290639401715943,"score_spread":0.3502873353407609,"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."}}