{"id":"W7130371104","doi":"10.1109/iconstem65670.2025.11374682","title":"Computer Vision Integrated Surgical Navigation System for Precision Medicine","year":2025,"lang":"","type":"article","venue":"","topic":"Augmented Reality Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Convolutional neural network; Visualization; Navigation system; Precision medicine; Position (finance); Augmented reality; Medical imaging","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001730214,0.0004111201,0.0006341588,0.0003803202,0.0006315358,0.000302788,0.001383196,0.0003773137,0.00005865951],"category_scores_gemma":[0.00005283944,0.0003162903,0.0001993489,0.00224651,0.0002824977,0.0004741694,0.0006059558,0.0003314122,0.00009913248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005816526,"about_ca_system_score_gemma":0.0002917143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002000945,"about_ca_topic_score_gemma":0.000009017432,"domain_scores_codex":[0.9958807,0.0003346769,0.001409855,0.001261735,0.0006207299,0.0004922869],"domain_scores_gemma":[0.9958449,0.001244661,0.0003535038,0.001332103,0.001011076,0.0002137301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001318046,0.000262813,0.000009975245,0.0004905259,0.00009056967,0.0000147566,0.0002771756,0.001469045,0.0004285071,0.5472336,0.03312617,0.416465],"study_design_scores_gemma":[0.002136108,0.0007081651,0.0001009997,0.003156394,0.00008648323,0.00007814328,0.0001659044,0.9352304,0.001351855,0.002181597,0.05454624,0.0002577187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001619527,0.000273191,0.9727819,0.0123342,0.002637797,0.002633489,0.00002850832,0.0004662731,0.007225144],"genre_scores_gemma":[0.9419171,0.00004179602,0.05091102,0.0002516684,0.0005252782,0.000337702,0.0003530313,0.00002569854,0.005636741],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9402975,"threshold_uncertainty_score":0.9999289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01734387558613399,"score_gpt":0.3257593066801109,"score_spread":0.3084154310939769,"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."}}