{"id":"W4393114641","doi":"10.35493/medu.44.12","title":"Phage Therapy as an Emerging Antibiotic Alternative","year":2023,"lang":"en","type":"article","venue":"The Meducator","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phage therapy; Antibiotics; Antibiotic therapy; Medicine; Intensive care medicine; Biology; Microbiology; Bacteriophage; Genetics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001502155,0.00008120161,0.00006264998,0.00002293259,0.0001981743,0.00004022455,0.000269909,0.00001694426,0.006364383],"category_scores_gemma":[0.00001245058,0.00005299053,0.00003962194,0.0002286395,0.00009285523,0.0001783822,0.0000786259,0.00009354077,0.00790048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004525573,"about_ca_system_score_gemma":0.000009319142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0011358,"about_ca_topic_score_gemma":0.00005144816,"domain_scores_codex":[0.9994149,0.00005265572,0.00008104319,0.0001664807,0.00008802692,0.0001969175],"domain_scores_gemma":[0.9996267,0.00003181396,0.00003628854,0.0002375733,0.000003167146,0.00006446203],"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":[0.00001373602,0.0001114932,0.0006252305,0.000001263595,0.00002116711,0.00000825623,0.008284555,0.00003579325,0.9527973,0.0001049089,0.008145471,0.02985084],"study_design_scores_gemma":[0.0005306046,0.0002474573,0.324725,0.00002599868,0.00002540036,0.00007316897,0.006903394,0.0005223391,0.4126913,0.001504396,0.2522872,0.0004637361],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906806,0.00001822729,0.000005449423,0.001948191,0.0007987832,0.0001258301,0.000004245952,0.00006985412,0.006348796],"genre_scores_gemma":[0.9922445,0.0001010182,0.00004303874,0.0007181772,0.0001556371,0.000006257731,0.000006480691,0.00001494338,0.006709936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.540106,"threshold_uncertainty_score":0.9945439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02986011438573994,"score_gpt":0.3268385393033118,"score_spread":0.2969784249175719,"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."}}