{"id":"W4407902673","doi":"10.1007/978-981-97-3469-6_8","title":"Visualization and Determining Graft Orientation: Stamping, Endo-illuminator and Other Techniques","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Etobicoke General Hospital; Toronto Western Hospital","funders":"","keywords":"Visualization; Orientation (vector space); Materials science; Computer science; Artificial intelligence; Geometry; Mathematics","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":[0.0005031171,0.0006745041,0.0003063067,0.001347492,0.0002793217,0.001223449,0.0007266793,0.0007360911,0.008855148],"category_scores_gemma":[0.0005435181,0.0003882613,0.0003949465,0.0008780442,0.001107409,0.001332249,0.0005080456,0.001696536,0.003373669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003263851,"about_ca_system_score_gemma":0.0004890684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001429002,"about_ca_topic_score_gemma":0.004474648,"domain_scores_codex":[0.9998029,0.00002385105,0.00001100406,0.00003148654,0.0001165036,0.00001437177],"domain_scores_gemma":[0.9996663,0.0002234448,0.00001411056,0.0000304753,0.00005030665,0.00001540132],"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":[0.00009077494,0.00005494768,0.0003639436,0.0006407317,0.00001479077,0.0002668683,0.0003478333,0.001358341,0.08215734,0.02120952,0.03174774,0.8617471],"study_design_scores_gemma":[0.00002024727,0.0002322782,0.004134341,0.0004483123,0.00005836863,0.008309755,0.000380943,0.006110701,0.08723356,0.02520373,0.8677334,0.000134256],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01371958,0.1662507,0.5784017,0.001821826,0.003599645,0.0001611454,0.0003630492,0.002705661,0.2329767],"genre_scores_gemma":[0.06146764,0.1318757,0.4487505,0.001713356,0.001215598,0.0001614051,0.0003562099,0.001068919,0.3533906],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008855148,"threshold_uncertainty_score":0.02962339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02117514419603085,"score_gpt":0.2982056816949903,"score_spread":0.2770305374989595,"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."}}