{"id":"W4399069909","doi":"10.1016/j.pdpdt.2024.104156","title":"Photodynamic Inactivation of microorganisms for agricultural applications","year":2024,"lang":"en","type":"article","venue":"Photodiagnosis and Photodynamic Therapy","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Microorganism; Agriculture; Chemistry; Microbiology; Biotechnology; Biochemical engineering; Environmental science; Environmental chemistry; Biology; Bacteria; Ecology; Engineering; Genetics","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":[0.0001768131,0.0002458092,0.0001099024,0.0001575867,0.0001364704,0.0002710156,0.0001274002,0.0003146374,0.0008507756],"category_scores_gemma":[0.00009791408,0.00007982099,0.0001717799,0.0001345787,0.0001625601,0.0001586996,0.0002011685,0.0002628085,0.0002007349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002567339,"about_ca_system_score_gemma":0.0002138769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003129707,"about_ca_topic_score_gemma":0.0004790712,"domain_scores_codex":[0.9999145,0.00001774063,0.000004607512,0.00001903397,0.00003165328,0.00001235206],"domain_scores_gemma":[0.9999548,0.00001211868,0.0000147416,0.000004747701,0.000008408797,0.000005037036],"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":[0.00002695326,0.00001740617,0.0001965429,0.00008721198,0.000002254756,0.00001594803,0.000007831492,0.00009266754,0.9952099,0.000117104,0.00005851574,0.004167656],"study_design_scores_gemma":[0.000003241457,0.0001899384,0.0008813183,0.0000073031,0.000004406612,0.00008210975,0.0000109768,0.0003661473,0.9954109,0.00005248197,0.002989153,0.000002122639],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9429779,0.02132378,0.02720966,0.0005204011,0.00008958287,0.0001046693,0.0002413463,0.000231077,0.007301434],"genre_scores_gemma":[0.9846318,0.004076923,0.008762595,0.00006883749,0.000007398694,0.00003000798,0.000104681,0.00001193421,0.002305886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008507756,"threshold_uncertainty_score":0.002846122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01596886636502646,"score_gpt":0.3117761982788204,"score_spread":0.2958073319137939,"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."}}