{"id":"W2914068526","doi":"10.1109/mwscas.2018.8623927","title":"Age-Related Macular Degeneration Diagnostic Tools: Hardware and Software Development","year":2018,"lang":"en","type":"article","venue":"","topic":"Retinal Imaging and Analysis","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Macular degeneration; Software; Computer science; Graphical user interface; Visualization; Interface (matter); Computer hardware; Embedded system; User interface; Human–computer interaction; Artificial intelligence; Operating system; Medicine; Ophthalmology","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":[0.0008044503,0.0004633733,0.0003677259,0.0007329988,0.000147864,0.0006247599,0.001334668,0.0005058282,0.002754888],"category_scores_gemma":[0.002179408,0.000343954,0.0003878606,0.0003282928,0.000166527,0.0005986836,0.0005744442,0.0004286242,0.001278339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002049792,"about_ca_system_score_gemma":0.0005295565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005106163,"about_ca_topic_score_gemma":0.0004459535,"domain_scores_codex":[0.9990694,0.0001765327,0.00008632414,0.000149004,0.0004424716,0.00007631568],"domain_scores_gemma":[0.9990369,0.0002597346,0.0001152183,0.0001448365,0.0003789528,0.00006447954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006337946,0.0003005709,0.01225232,0.0007092032,0.0001820966,0.0009146892,0.0003743356,0.004081545,0.184118,0.003748468,0.007565473,0.7851195],"study_design_scores_gemma":[0.0003324405,0.004826909,0.05579012,0.0006228107,0.0006378503,0.0115273,0.0004116893,0.2023493,0.5752903,0.004899111,0.1430005,0.0003118391],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05640927,0.001295826,0.9273388,0.0003264646,0.0001765336,0.0007457607,0.0002109143,0.0095512,0.003945232],"genre_scores_gemma":[0.3959935,0.001105479,0.5944296,0.0003882447,0.00009702253,0.0007546077,0.0005059767,0.000392501,0.00633306],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002754888,"threshold_uncertainty_score":0.00921607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149585826131882,"score_gpt":0.2704503493259227,"score_spread":0.2489544910646039,"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."}}