{"id":"W4415962340","doi":"10.1080/17434440.2025.2586750","title":"Advances in minimally traumatic retinal laser therapy","year":2025,"lang":"en","type":"article","venue":"Expert Review of Medical Devices","topic":"Ocular and Laser Science Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alcon Research Institute; National Eye Institute; Foundation Fighting Blindness; Fight for Sight; Research to Prevent Blindness","keywords":"Retinal; Laser therapy; Laser; Adjunctive treatment; Retina; Laser coagulation","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001919246,0.000103174,0.0005064896,0.0001171784,0.00002273484,0.000007629937,0.0003617465,0.0000720718,0.00169898],"category_scores_gemma":[0.001069451,0.00006252962,0.0001207632,0.0006355717,0.0001830111,0.0001092377,0.00004804839,0.000217349,0.00001864657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002304136,"about_ca_system_score_gemma":0.0003934588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006648308,"about_ca_topic_score_gemma":0.00007555334,"domain_scores_codex":[0.9976525,0.0001543575,0.0004809948,0.0002212153,0.00126816,0.0002228083],"domain_scores_gemma":[0.9992372,0.0002066793,0.00005843325,0.000254221,0.00007895433,0.0001645056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000626228,0.0003293921,0.009011712,0.01362946,0.00001817684,0.00008284936,0.0002113764,4.223389e-8,0.0000980415,0.000280348,0.003096103,0.9731799],"study_design_scores_gemma":[0.001685549,0.000341593,0.02196388,0.1114426,0.00001648607,0.00002408157,0.0003538827,0.0003397887,0.001645213,0.00009882835,0.8619494,0.000138607],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04223045,0.8965862,0.00008043798,0.04160711,0.0001190038,0.0004810254,5.511964e-7,0.00001563208,0.01887963],"genre_scores_gemma":[0.1123997,0.8751475,0.0005289855,0.01161017,0.00006371291,0.0000555056,0.00000467616,0.000005027519,0.0001847501],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9730412,"threshold_uncertainty_score":0.9992136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02628512357832842,"score_gpt":0.4350895151487686,"score_spread":0.4088043915704402,"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."}}