{"id":"W4283798238","doi":"10.3389/fopht.2022.922240","title":"Grand Challenges and Opportunities in Surgical Ophthalmology: Together for a Shared Future","year":2022,"lang":"en","type":"editorial","venue":"Frontiers in Ophthalmology","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"National Natural Science Foundation of China","keywords":"Specialty; Ophthalmology; Medicine; Optometry; Front (military); Medical education; Engineering; Family medicine; Mechanical engineering","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001350988,0.0005760757,0.001975647,0.0009318423,0.0001029314,0.00001782221,0.000271965,0.002171223,0.001098231],"category_scores_gemma":[0.0004680435,0.0005697456,0.0002743331,0.0001338119,0.0003688891,0.00008898364,0.0001722705,0.001842406,0.00000149252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340666,"about_ca_system_score_gemma":0.000516652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004186443,"about_ca_topic_score_gemma":0.000004358302,"domain_scores_codex":[0.9964083,0.0006547666,0.0007121174,0.001007891,0.0004041007,0.0008128322],"domain_scores_gemma":[0.9979479,0.001071542,0.0002210261,0.0004723053,0.0001190284,0.0001681649],"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":[0.006652306,0.0004504298,0.003442203,0.001371655,0.0004477616,0.07073761,0.001834463,0.000002158651,0.000001522989,0.0002674278,0.9077263,0.007066118],"study_design_scores_gemma":[0.003896183,0.001236654,0.0008400803,0.0001948525,0.0001278468,0.009407604,0.002534576,0.00001511494,0.000002450438,0.001303592,0.9799133,0.0005277796],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.04579325,0.1300748,0.000003018565,0.002445518,0.8092002,0.001483383,0.0005126449,0.00004462891,0.0104426],"genre_scores_gemma":[0.01995623,0.05796534,0.00314464,0.0002226945,0.8842592,0.003647869,0.006110549,0.0005144128,0.02417902],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.07505911,"threshold_uncertainty_score":0.9998149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04485854380151369,"score_gpt":0.3039128946737852,"score_spread":0.2590543508722716,"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."}}