{"id":"W4313013863","doi":"10.2139/ssrn.4286188","title":"Antimicrobial Photodynamic Inactivation of Planktonic and Biofilm Cells by Covalently Immobilized Porphyrin on Polyethylene Terephthalate Surface","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Photodynamic Therapy Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Porphyrin; Covalent bond; Biofilm; Antimicrobial; Polyethylene terephthalate; Chemistry; Photodynamic therapy; Microbiology; Materials science; Photochemistry; Organic chemistry; Bacteria; Biology","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":[0.0001061291,0.0002107831,0.0001359715,0.00008794686,0.00009541528,0.000126973,0.0001606258,0.0001980701,0.0006987769],"category_scores_gemma":[0.0001419867,0.0001189351,0.0001494883,0.0001026759,0.0001018492,0.0001480049,0.0001558688,0.0002241409,0.0001166643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000110437,"about_ca_system_score_gemma":0.0001371473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004737227,"about_ca_topic_score_gemma":0.0004193975,"domain_scores_codex":[0.9999243,0.00001011328,0.000005104237,0.00001476047,0.00001985201,0.00002576034],"domain_scores_gemma":[0.9999577,0.00001346053,0.000009694227,0.000004691207,0.000009160663,0.000005383652],"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":[0.0000416857,0.000008379164,0.00005606355,0.00001210925,0.000001358635,0.00001536598,0.000008642483,0.00003006351,0.9993562,0.0000181531,0.000005893459,0.0004460465],"study_design_scores_gemma":[0.000004365922,0.0001885161,0.001979595,0.000003007487,0.000004843848,0.00003642082,0.00001270057,0.0003317566,0.9971883,0.00001128349,0.0002377207,0.000001562478],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985065,0.0002824684,0.0007322397,0.00001806464,0.000008001884,0.000006211013,0.00002890907,0.000006413662,0.0004111514],"genre_scores_gemma":[0.9971206,0.0002708516,0.00100591,0.00001209355,0.000003478835,0.00001049431,0.00007108044,0.000004347242,0.001501147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006987769,"threshold_uncertainty_score":0.002337635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006322807607072831,"score_gpt":0.2550100085002612,"score_spread":0.2486872008931884,"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."}}