{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003727224,0.000487367,0.0004120904,0.0005106438,0.0002694576,0.0006240922,0.000822636,0.001010039,0.007816347],"category_scores_gemma":[0.0006331659,0.0002694126,0.0003803892,0.0003801916,0.0001701717,0.0005619971,0.0007461473,0.0005782468,0.002341839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005755306,"about_ca_system_score_gemma":0.0009883073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0030514,"about_ca_topic_score_gemma":0.003899997,"domain_scores_codex":[0.9996511,0.00003885262,0.0000203379,0.00007667675,0.0001743798,0.00003871008],"domain_scores_gemma":[0.9997714,0.00003181904,0.00002353239,0.00003092548,0.0001214797,0.00002092347],"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":[0.0004855444,0.000157663,0.003602708,0.0005071285,0.0001353241,0.0005317838,0.0001567712,0.02191065,0.145069,0.006534914,0.02770183,0.7932066],"study_design_scores_gemma":[0.0001363402,0.001189673,0.01206302,0.0002563076,0.0002712875,0.003555204,0.00008678291,0.5969363,0.1735993,0.004841985,0.2068656,0.0001982956],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02087756,0.001609209,0.9515607,0.0005636049,0.0006640366,0.0002294824,0.0005276235,0.01138774,0.01258012],"genre_scores_gemma":[0.4512444,0.001796067,0.5103303,0.001340758,0.0002456006,0.0004517065,0.001709507,0.0003419898,0.03253962],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007816347,"threshold_uncertainty_score":0.02614826,"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."}}