{"id":"W4317490199","doi":"10.1016/j.ibiod.2023.105567","title":"Antimicrobial photodynamic inactivation of planktonic and biofilm cells by covalently immobilized porphyrin on polyethylene terephthalate surface","year":2023,"lang":"en","type":"article","venue":"International Biodeterioration & Biodegradation","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Biofilm; Porphyrin; Antimicrobial; Pseudomonas aeruginosa; Staphylococcus aureus; Microbiology; Chemistry; Escherichia coli; Polyethylene terephthalate; Bacteria; Biology; Materials science; Photochemistry; 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":[0.0003957275,0.0002512409,0.0003415801,0.0004558354,0.0001066859,0.0000727977,0.0001460629,0.0001375308,0.00008655538],"category_scores_gemma":[0.0000819122,0.0002326359,0.00009330905,0.0004773303,0.0001647915,0.0002917807,0.00007484918,0.0001785152,0.00005381021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002466709,"about_ca_system_score_gemma":0.00008904344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002047573,"about_ca_topic_score_gemma":0.00001069156,"domain_scores_codex":[0.9980327,0.0000918954,0.0005643617,0.0004708465,0.0005863452,0.0002537871],"domain_scores_gemma":[0.9989522,0.0001250368,0.0003424897,0.0002530426,0.0002459137,0.00008133861],"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":[0.001075217,0.0001738864,0.001019934,0.00005538307,0.0001376559,0.000005789971,0.0001541892,0.00004451878,0.9931144,0.00003883291,0.001256985,0.002923217],"study_design_scores_gemma":[0.002168781,0.0005066079,0.009853973,0.0001492821,0.00002743134,0.00001959659,0.0001006175,0.007620313,0.978326,0.00004137598,0.0009832305,0.000202852],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954651,0.00005730646,0.0001768029,0.002000098,0.0003754931,0.0007162053,0.0009047411,0.0001424712,0.0001617714],"genre_scores_gemma":[0.995051,0.0008819287,0.0003445466,0.0001902244,0.0000424899,0.00002955459,0.002664205,0.00002910624,0.0007668945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01478845,"threshold_uncertainty_score":0.9486617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01584938676225067,"score_gpt":0.2948537751748585,"score_spread":0.2790043884126078,"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."}}