{"id":"W4391384109","doi":"10.3390/foods13030453","title":"Photodynamic Inactivation of Foodborne Bacteria: Screening of 32 Potential Photosensitizers","year":2024,"lang":"en","type":"article","venue":"Foods","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Chinook Regional Hospital","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Government of Canada","keywords":"Antimicrobial; Salmonella enterica; Biofilm; Staphylococcus aureus; Microbiology; Food spoilage; Photosensitizer; Food science; Chemistry; Colony-forming unit; Food microbiology; Bacteria; Biology; Salmonella; Photochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002754258,0.0001469719,0.0004002224,0.0002936902,0.0000348229,0.00001114897,0.00008023817,0.00008267193,0.0001736276],"category_scores_gemma":[0.00009714859,0.0001275489,0.0001658518,0.0004296587,0.0001684868,0.00009642616,0.00007070779,0.0002132656,0.000003957945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008240492,"about_ca_system_score_gemma":0.0001181949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001547013,"about_ca_topic_score_gemma":0.00001178933,"domain_scores_codex":[0.998743,0.00005247275,0.000335062,0.0002396858,0.0003894819,0.0002403083],"domain_scores_gemma":[0.9993597,0.00009692291,0.0000816543,0.0002479407,0.0001462115,0.00006762586],"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":[0.0006898426,0.00007684546,0.00005052427,0.0004852564,0.0005292277,0.00004167465,0.0003706033,0.00001902402,0.9871969,0.00009194433,0.0001303597,0.01031785],"study_design_scores_gemma":[0.001419294,0.001369755,0.02594327,0.000682405,0.000157663,0.00007074111,0.0005398834,0.01064147,0.9582673,0.0002070708,0.0005459398,0.0001551596],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951906,0.0005096546,0.001663873,0.0002531167,0.0002178006,0.0004212178,0.00007083968,0.00008146359,0.001591498],"genre_scores_gemma":[0.9978604,0.000155752,0.00148053,0.00002673135,0.00008657271,0.00001711288,0.0000535012,0.00003334451,0.000286103],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02892949,"threshold_uncertainty_score":0.5201294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509588880361832,"score_gpt":0.3048425366137097,"score_spread":0.2897466478100914,"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."}}