{"id":"W3173161086","doi":"10.21203/rs.3.rs-528386/v1","title":"Real-time holographic lensless micro-endoscopy through flexible fibers via Fiber Bundle Distal Holography (FiDHo)","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Digital Holography and Microscopy","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Azrieli Foundation; Hebrew University of Jerusalem","keywords":"Holography; Optics; Optical fiber; Bundle; Wavefront; Optical coherence tomography; Materials science; Computer science; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009734857,0.001010957,0.001240644,0.0009957887,0.0007560163,0.001191654,0.001510819,0.0007427654,0.002520415],"category_scores_gemma":[0.00002170809,0.001022658,0.001754185,0.002356961,0.001734153,0.0005833748,0.002541756,0.003266201,0.0005541033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001015823,"about_ca_system_score_gemma":0.0004751398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00284972,"about_ca_topic_score_gemma":0.00001662294,"domain_scores_codex":[0.9926003,0.0008438879,0.0008387841,0.002288288,0.001138917,0.002289814],"domain_scores_gemma":[0.9957095,0.0004343536,0.0003303474,0.002248788,0.0008171502,0.000459829],"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":[0.002760633,0.0253298,0.2994526,0.007245732,0.01196792,0.001611479,0.01031498,0.0007904809,0.416193,0.02476647,0.1614127,0.03815425],"study_design_scores_gemma":[0.01297091,0.006470021,0.05956539,0.008898104,0.001245289,0.000118831,0.01907893,0.0001208666,0.4914729,0.2350834,0.1504673,0.01450813],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8556893,0.00195905,0.0007580268,0.0002254027,0.0005170458,0.001739633,0.00238387,0.0003906186,0.1363371],"genre_scores_gemma":[0.9816275,0.0005646336,0.005242751,0.00004280685,0.0005350342,0.0006920247,0.006079012,0.0002307758,0.004985436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2398872,"threshold_uncertainty_score":0.9998452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03089404274188671,"score_gpt":0.3528443581156966,"score_spread":0.3219503153738099,"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."}}