{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001865873,0.0005239814,0.0008018658,0.002549641,0.0003065574,0.001413103,0.0006571753,0.001133817,0.007511698],"category_scores_gemma":[0.002080446,0.0002090654,0.0009146981,0.001617756,0.0007946107,0.001628787,0.0007209181,0.001732404,0.001992853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007650743,"about_ca_system_score_gemma":0.001450541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008612178,"about_ca_topic_score_gemma":0.001216686,"domain_scores_codex":[0.9991075,0.0001698878,0.000149934,0.0001362801,0.0003903945,0.00004592921],"domain_scores_gemma":[0.9977804,0.001289384,0.0003167535,0.00006446209,0.0004903767,0.00005858793],"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":[0.0000751695,0.0000544653,0.0004602539,0.02694114,0.0001241099,0.000464951,0.0001199423,0.0002667322,0.004307638,0.009724846,0.01887964,0.938581],"study_design_scores_gemma":[0.00002333692,0.0002060379,0.002220765,0.01211266,0.0002468911,0.006053839,0.0001677895,0.0003198725,0.002605519,0.00841456,0.9675841,0.00004450553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000353529,0.9926034,0.001015143,0.001539858,0.0003909901,0.00001187757,0.00002688649,0.00001983564,0.004038542],"genre_scores_gemma":[0.005290694,0.989778,0.001996815,0.0009710953,0.00096849,0.00001752214,0.00004392326,0.000007169475,0.0009262651],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007511698,"threshold_uncertainty_score":0.02512914,"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."}}