{"id":"W3205445393","doi":"10.26685/urncst.294","title":"Bacteriophage-Liposomes Complex, a Bi-therapy System to Target Streptococcus pneumonia and Biofilm: A Research Protocol","year":2021,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"University of Ottawa","keywords":"Phage therapy; Antibiotics; Bacteriophage; Streptococcus pneumoniae; Antimicrobial; Microbiology; Antibiotic resistance; Biology; Population; Pneumonia; Medicine; Escherichia coli; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001977483,0.001004307,0.0007576719,0.0007858063,0.0009637576,0.0006622325,0.0009616731,0.001362648,0.00682464],"category_scores_gemma":[0.0008711859,0.0005128461,0.0007716748,0.0004706216,0.0004067796,0.0006312501,0.0006373656,0.0009544939,0.002167403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006667278,"about_ca_system_score_gemma":0.001759362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006494119,"about_ca_topic_score_gemma":0.0009091902,"domain_scores_codex":[0.9990106,0.0002507455,0.0001121173,0.0001869308,0.0003095526,0.0001301156],"domain_scores_gemma":[0.9995304,0.00007426043,0.00007951504,0.00008639891,0.0001624413,0.00006703416],"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":[0.001845793,0.001316524,0.0003748807,0.002694959,0.00004278625,0.0003678442,0.0002481665,0.0007657554,0.9655209,0.002606874,0.004342184,0.01987324],"study_design_scores_gemma":[0.001008094,0.01269436,0.001661962,0.0003532028,0.0002126372,0.0008176996,0.0001278802,0.001445743,0.856761,0.0005587001,0.1242585,0.0001001169],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.5558221,0.03013418,0.1843571,0.001828036,0.001370511,0.1773904,0.01517782,0.00148728,0.03243252],"genre_scores_gemma":[0.4501342,0.03108371,0.2249904,0.001169788,0.0002691671,0.2101541,0.01981642,0.0002078709,0.06217442],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.00682464,"threshold_uncertainty_score":0.02283072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07759535694382293,"score_gpt":0.4354578578400014,"score_spread":0.3578625008961785,"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."}}