{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002254475,0.0003213526,0.0001848299,0.0001583358,0.00009232468,0.0002116249,0.0001483639,0.000331581,0.0006727438],"category_scores_gemma":[0.0001998089,0.00008565714,0.0001959751,0.0001433181,0.0001254226,0.0001726634,0.0001757726,0.0003135076,0.0001353862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002406298,"about_ca_system_score_gemma":0.0001464105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003569039,"about_ca_topic_score_gemma":0.0004250706,"domain_scores_codex":[0.9998747,0.00002317538,0.000009215488,0.0000249671,0.00004448721,0.00002352364],"domain_scores_gemma":[0.9998719,0.00004826393,0.00003725843,0.000008572014,0.00002123598,0.00001275821],"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":[0.00001804291,0.0000115496,0.0001036039,0.00001772811,0.000001641083,0.000008309847,0.000008429615,0.00004428292,0.999314,0.00001315662,0.000007266914,0.000452143],"study_design_scores_gemma":[0.000002355556,0.0001323294,0.001173145,0.000002610413,0.00000246508,0.00002597875,0.0000106623,0.0006648874,0.9977317,0.000008020528,0.0002434391,0.000002348009],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964371,0.0003936088,0.002873957,0.00001722092,0.00001001623,0.00001085851,0.00003775366,0.00002878927,0.0001908182],"genre_scores_gemma":[0.9901545,0.0004703573,0.00740366,0.00002403827,0.000005683562,0.00003691781,0.0001086474,0.00001655123,0.001779635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006727438,"threshold_uncertainty_score":0.002250612,"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."}}