{"id":"W4406620349","doi":"10.3390/mi16010111","title":"A Precessing-Coin-like Rotary Actuator for Distal Endoscope Scanners: Proof-of-Concept Study","year":2025,"lang":"en","type":"article","venue":"Micromachines","topic":"Optical Coherence Tomography Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Scanner; Actuator; Optics; Miniaturization; Optical coherence tomography; Voice coil; Physics; Computer science; Electromagnetic coil; Engineering; Electrical engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00008298189,0.0001971621,0.0002581177,0.0001396353,0.000095841,0.00004791144,0.0003016234,0.00005756316,0.00002607354],"category_scores_gemma":[0.0000276983,0.0001851827,0.0001072227,0.0004688537,0.00009253793,0.0001228396,0.00005178316,0.0001188425,0.000002355917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002920887,"about_ca_system_score_gemma":0.00003532114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004804254,"about_ca_topic_score_gemma":0.00008987781,"domain_scores_codex":[0.9990907,0.00002051637,0.0003072361,0.0002520198,0.00008857955,0.0002409148],"domain_scores_gemma":[0.9993854,0.000127697,0.00003836293,0.0003341645,0.00006051231,0.00005382322],"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":[0.0003928024,0.005440382,0.05706939,0.002608992,0.002396793,0.00001005202,0.007980021,0.008149226,0.5367419,0.002232727,0.02821183,0.3487659],"study_design_scores_gemma":[0.01017544,0.002384419,0.06804211,0.0009409247,0.001334565,0.00001182132,0.003639858,0.0662264,0.8043432,0.007499932,0.03255132,0.002849958],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713544,0.0009014058,0.02347785,0.00008761034,0.0002709647,0.001939062,0.0001493259,0.0002791755,0.0015402],"genre_scores_gemma":[0.9910563,0.000001291952,0.007975191,0.00001823911,0.00004211535,0.0006621697,0.00003263736,0.00002946302,0.00018265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3459159,"threshold_uncertainty_score":0.7551533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007795723426447933,"score_gpt":0.2634436766222105,"score_spread":0.2556479531957626,"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."}}