{"id":"W4408930134","doi":"10.3390/jcto3020006","title":"Three-Dimensional Printing for Accessible and Personalized Ophthalmic Care: A Review","year":2025,"lang":"en","type":"review","venue":"Journal of Clinical & Translational Ophthalmology","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Carleton University; University of Calgary","funders":"","keywords":"Medicine; Nanotechnology; Computer science; Optometry; Materials science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008485375,0.0008685108,0.001187003,0.003937941,0.0004024442,0.00149221,0.0008551205,0.001213231,0.004752136],"category_scores_gemma":[0.001260478,0.0004135059,0.0009687366,0.003540205,0.0005091378,0.001578434,0.0007419385,0.001305725,0.001664281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000538269,"about_ca_system_score_gemma":0.001461169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001531452,"about_ca_topic_score_gemma":0.002071244,"domain_scores_codex":[0.9996339,0.00005837806,0.00007261353,0.00005871715,0.0001496717,0.00002668451],"domain_scores_gemma":[0.9990488,0.0006286848,0.0001013447,0.00002347487,0.0001609845,0.0000367399],"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":[0.00003294251,0.00007623588,0.0001703102,0.04579378,0.00009737484,0.0001516646,0.00009461857,0.0003951425,0.001468651,0.003931942,0.01898066,0.9288066],"study_design_scores_gemma":[0.00000846818,0.0001063687,0.0007390552,0.01072068,0.0001722438,0.001313955,0.00009651215,0.0001544326,0.0007269245,0.001311844,0.9846218,0.00002783463],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009317925,0.9986461,0.0001400257,0.0001188405,0.0001328927,0.000005833135,0.00001306484,0.000006560616,0.0008435784],"genre_scores_gemma":[0.0004880928,0.9988924,0.0002116355,0.00007149096,0.00006784221,0.000005407324,0.00001530236,0.000001516237,0.0002463804],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004752136,"threshold_uncertainty_score":0.01589745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1067466990740488,"score_gpt":0.4641917465801715,"score_spread":0.3574450475061228,"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."}}