{"id":"W4323042164","doi":"10.1038/s41433-023-02468-1","title":"Ophthalmic education in universities","year":2023,"lang":"en","type":"letter","venue":"Eye","topic":"Ophthalmology and Visual Health Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Queen's University","keywords":"Medicine; Optometry; MEDLINE; Ophthalmology; Medical education; Political science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006136589,0.0009464379,0.001192163,0.001240215,0.03524417,0.01256951,0.002721634,0.1472357,0.06797082],"category_scores_gemma":[0.0198441,0.001430246,0.001595243,0.0009742884,0.005948133,0.006642805,0.01046459,0.05274362,0.01888682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01455978,"about_ca_system_score_gemma":0.03978131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05248819,"about_ca_topic_score_gemma":0.1382675,"domain_scores_codex":[0.9919516,0.001056236,0.0004203254,0.0007144135,0.001489995,0.004367422],"domain_scores_gemma":[0.9787965,0.00410439,0.0009112024,0.0006006574,0.002015564,0.01357169],"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":[0.00004323769,0.00008730956,0.001366483,0.00005746097,0.000009341894,0.002371394,0.0005405148,0.00005531008,0.0002345645,0.007659425,0.9805814,0.00699361],"study_design_scores_gemma":[0.00007440951,0.00007439298,0.00359354,0.0003849237,0.00001711242,0.00110406,0.002199049,0.0002148723,0.0002003281,0.005752706,0.9863406,0.00004404344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001377662,0.001271518,0.00004818368,0.95419,0.01431979,0.00001726173,0.00002447526,0.00003284204,0.02871816],"genre_scores_gemma":[0.01084504,0.0007914347,0.00007901458,0.869892,0.01273319,0.00003794858,0.0000193594,0.00003097852,0.105571],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1472357,"threshold_uncertainty_score":0.227385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1229186649408263,"score_gpt":0.5164439340640858,"score_spread":0.3935252691232596,"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."}}