{"id":"W4365145875","doi":"10.1038/s41598-023-32778-z","title":"Sonification as a reliable alternative to conventional visual surgical navigation","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Tactile and Sensory Interactions","field":"Neuroscience","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"Technische Universität München","keywords":"Sonification; Computer science; Task (project management); Human–computer interaction; Usability; Focus (optics); Workflow; Modalities; Navigation system; Computer vision; Artificial intelligence","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":[0.0007094882,0.0005085083,0.000324302,0.0004940234,0.0001095449,0.000456127,0.0004655473,0.0005183111,0.001637352],"category_scores_gemma":[0.003236632,0.0002340465,0.000196148,0.0003105924,0.0005662998,0.0007356496,0.0005366901,0.0003320771,0.00033848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001689492,"about_ca_system_score_gemma":0.0003405504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004271806,"about_ca_topic_score_gemma":0.0008628318,"domain_scores_codex":[0.9993325,0.0002147204,0.0000317779,0.00008724398,0.0002973632,0.00003632953],"domain_scores_gemma":[0.9984438,0.0009972081,0.0002042207,0.00009813063,0.0002110058,0.00004559918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007374307,0.00005140484,0.001573481,0.0005619748,0.00004256712,0.0001758045,0.0002840573,0.002317279,0.6281147,0.00129333,0.0005966878,0.3642513],"study_design_scores_gemma":[0.0002741877,0.005742935,0.02144673,0.0003503625,0.0004058126,0.008302786,0.0006759813,0.09242812,0.8323833,0.003808133,0.03393111,0.0002504768],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.158474,0.01205167,0.8222122,0.0005364025,0.0005170499,0.000123429,0.00008520854,0.00115126,0.004848753],"genre_scores_gemma":[0.6472943,0.003158979,0.3460407,0.0002982911,0.0002642708,0.0001003375,0.00007577544,0.00009972555,0.002667521],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001637352,"threshold_uncertainty_score":0.005477428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04799984808228634,"score_gpt":0.3603210278078207,"score_spread":0.3123211797255344,"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."}}