{"id":"W4377042090","doi":"10.4103/ijo.ijo_3376_22","title":"Commentary: The untapped potential of protective eyewear for primary prevention of ocular trauma","year":2023,"lang":"en","type":"letter","venue":"Indian Journal of Ophthalmology","topic":"Traumatic Ocular and Foreign Body Injuries","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Eyewear; Eye protection; Safeguarding; Disfigurement; Occupational safety and health; Blindness; Sympathetic ophthalmia; Psychosocial; Poison control; Environmental health; Medical emergency; Optometry; Surgery; Psychiatry; Nursing; Business; Advertising; Pathology; Ophthalmology","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":[0.0007831982,0.0002672349,0.001238371,0.0004679038,0.0000735897,0.00000908444,0.0003759355,0.0006146406,0.0001410653],"category_scores_gemma":[0.0001186339,0.0001846667,0.0009348033,0.0001924964,0.000517607,0.00007050394,0.00004857657,0.001320976,0.000003130513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009674493,"about_ca_system_score_gemma":0.0003011576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002252432,"about_ca_topic_score_gemma":4.322532e-7,"domain_scores_codex":[0.9974625,0.0002876601,0.001224864,0.000187556,0.00052201,0.0003154504],"domain_scores_gemma":[0.9971663,0.0002449792,0.001763261,0.0003537038,0.0004122264,0.00005946394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"case_report","study_design_scores_codex":[0.01140405,0.001984266,0.005852621,0.02036124,0.02226184,0.06443146,0.008445936,0.00006919469,0.005938776,0.000213251,0.8457075,0.01332988],"study_design_scores_gemma":[0.03848507,0.09025922,0.2335614,0.01396689,0.01749622,0.4020572,0.007447675,0.00003984357,0.03948531,0.1011101,0.05390313,0.002187993],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7347676,0.0006101322,0.001210648,0.2575229,0.001341152,0.003523093,0.000427725,0.00001412928,0.0005826841],"genre_scores_gemma":[0.9629775,0.00003191393,0.004222788,0.02708562,0.004229847,0.0001118657,0.0005303514,0.0001881365,0.0006220359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7918044,"threshold_uncertainty_score":0.753049,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02599753447800178,"score_gpt":0.306263623016546,"score_spread":0.2802660885385442,"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."}}