{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001232265,0.000604993,0.0004293394,0.0005757776,0.0002729742,0.00051306,0.001016532,0.001254128,0.002404391],"category_scores_gemma":[0.0006272153,0.0007540948,0.0004654977,0.000207456,0.0004201668,0.001199362,0.001268192,0.001571593,0.001361547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002939925,"about_ca_system_score_gemma":0.0005217104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002747885,"about_ca_topic_score_gemma":0.0003836804,"domain_scores_codex":[0.9994573,0.00007413012,0.00002512083,0.000164094,0.0002141278,0.00006521889],"domain_scores_gemma":[0.9995899,0.0001132641,0.0000501833,0.00006372894,0.00009299277,0.00008998936],"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":[0.00006279576,0.0001251693,0.000631547,0.000197504,0.00002161699,0.0003339738,0.000105836,0.0008156574,0.9335455,0.005633391,0.0009187391,0.05760834],"study_design_scores_gemma":[0.00004583537,0.001041308,0.003572249,0.00008687232,0.00003305784,0.003451027,0.00005479272,0.01368919,0.9219967,0.001134014,0.05479706,0.00009795152],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1957952,0.008090516,0.7693449,0.001216982,0.0006084581,0.001133412,0.0003714953,0.002133704,0.02130529],"genre_scores_gemma":[0.3354968,0.006200424,0.6442966,0.0005802381,0.0001558818,0.0007302845,0.0004413107,0.0001733127,0.01192503],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002404391,"threshold_uncertainty_score":0.008043468,"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."}}