{"id":"W2981397395","doi":"10.1002/jbio.201900001","title":"Accelerated inactivation of M13 bacteriophage using millijoule femtosecond lasers","year":2019,"lang":"en","type":"article","venue":"Journal of Biophotonics","topic":"Spectroscopy Techniques in Biomedical and Chemical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Armand Frappier Museum; Institut National de la Recherche Scientifique","funders":"","keywords":"Laser; Femtosecond; Irradiation; Bacteriophage; Pulse (music); Pulse duration; Materials science; Optics; Optoelectronics; Chemistry; Physics; Escherichia coli; Biochemistry","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":[0.0002692371,0.00009559969,0.0002051603,0.00008345137,0.00001912974,0.00001349543,0.0002469219,0.0001876616,0.0002547025],"category_scores_gemma":[0.00009677035,0.00007749601,0.000117898,0.0001757076,0.0000826014,0.000009068455,0.00007955092,0.0002044049,0.000002371917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005269768,"about_ca_system_score_gemma":0.000173555,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006721571,"about_ca_topic_score_gemma":4.372283e-7,"domain_scores_codex":[0.9990469,0.00002827412,0.0003685646,0.0001243286,0.0002606466,0.0001713118],"domain_scores_gemma":[0.9991528,0.00001666698,0.0003056875,0.0001811429,0.000251424,0.00009231915],"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":[0.0002156021,0.00007413424,0.0006518259,0.00003642405,0.00004140638,0.000003501432,0.000009660478,0.000004668645,0.9982608,0.000007873291,0.0003605239,0.0003336029],"study_design_scores_gemma":[0.0004590833,0.0006138087,0.0003319758,0.00004579415,0.000009391908,0.00003719777,0.00003831861,0.0002336269,0.9877064,0.00005484393,0.01038897,0.00008060556],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983447,0.0002978577,0.000319976,0.00004067203,0.0001419623,0.00009049026,0.00001003994,0.000002700891,0.0007516087],"genre_scores_gemma":[0.9951423,0.0004713713,0.003954795,0.00009076483,0.00007499678,8.030742e-7,0.0000141879,0.00001319493,0.0002376058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01055439,"threshold_uncertainty_score":0.3160195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566612389082674,"score_gpt":0.3144147571352812,"score_spread":0.2987486332444545,"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."}}