{"id":"W3089540650","doi":"10.1364/isa.2020.if3e.1","title":"Development of Multiphoton Endoscopy","year":2020,"lang":"en","type":"article","venue":"Imaging and Applied Optics Congress","topic":"Advanced Fluorescence Microscopy Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Femtosecond; Endoscopy; Collagen fiber; Materials science; Fiber laser; Laser; Optical fiber; Ultrafast optics; Optics; Biomedical engineering; Computer science; Physics; Medicine; Radiology; Anatomy","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":[],"consensus_categories":[],"category_scores_codex":[0.00004365528,0.0001085809,0.0001156214,0.00001457571,0.00004474359,0.00001371092,0.0001080277,0.00003740892,0.000002081727],"category_scores_gemma":[0.00001682363,0.0001097408,0.00001599097,0.00003664071,0.0001179624,0.000002190262,0.0001237796,0.00005979132,0.000001595533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003465731,"about_ca_system_score_gemma":0.00003034814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.127846e-7,"about_ca_topic_score_gemma":4.318545e-7,"domain_scores_codex":[0.9994074,0.000004529212,0.0001603163,0.0002298038,0.00006305288,0.000134876],"domain_scores_gemma":[0.999712,0.00000496963,0.000065154,0.0001147775,0.00003610776,0.00006701131],"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":[0.00004254897,0.00001195976,0.0006042776,0.00002955884,0.00000935182,7.782542e-7,0.0001727037,0.000009056663,0.9903617,0.000165046,0.0001120148,0.008481024],"study_design_scores_gemma":[0.0002917306,0.00001398895,0.00005789763,0.00001393895,0.000005040622,0.000001419098,0.0001435543,0.0003069827,0.9905484,0.00001745769,0.008478099,0.0001214491],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8830186,0.0005049546,0.1144061,0.0001239921,0.00006393845,0.0002750042,0.00001385883,0.00005779092,0.001535837],"genre_scores_gemma":[0.6394731,0.0000451383,0.3602227,0.0001802141,0.0000254047,0.00001223199,0.00001674904,0.00001296813,0.0000114941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2458166,"threshold_uncertainty_score":0.4475098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01010961571372591,"score_gpt":0.2621328278128391,"score_spread":0.2520232120991132,"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."}}