{"id":"W4399780115","doi":"10.1007/978-1-0716-3890-3_15","title":"Bacteriophages Isolation and Efficacy Testing","year":2024,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; Agriculture and Agri-Food Canada","funders":"","keywords":"Isolation (microbiology); Computational biology; Biology; Microbiology","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":[0.007530651,0.002206301,0.001056314,0.001908799,0.0009665207,0.001210341,0.001115637,0.001491873,0.0049414],"category_scores_gemma":[0.007120701,0.001007468,0.001008651,0.001113263,0.001248105,0.001154503,0.001039903,0.001738334,0.002782077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004439646,"about_ca_system_score_gemma":0.000790726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001026736,"about_ca_topic_score_gemma":0.00100907,"domain_scores_codex":[0.9913046,0.002496652,0.001210677,0.001264115,0.002827479,0.0008963922],"domain_scores_gemma":[0.9910594,0.003809531,0.0006242931,0.001226619,0.002957677,0.0003225266],"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":[0.0005230398,0.001078666,0.001817227,0.0002183208,0.0000298649,0.00003443295,0.0003530423,0.0004383466,0.9839976,0.0003567974,0.0002469364,0.01090561],"study_design_scores_gemma":[0.00002726536,0.001984907,0.001851037,0.0000183843,0.00002999502,0.00003088348,0.00004510539,0.0004832074,0.9937171,0.00008767882,0.001704467,0.0000200546],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8310041,0.002617991,0.133975,0.0002633696,0.0004834724,0.01097599,0.003965608,0.00166558,0.01504888],"genre_scores_gemma":[0.7609584,0.003709783,0.1811218,0.0004155438,0.00034014,0.01051067,0.007451803,0.0007307836,0.03476116],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.007530651,"threshold_uncertainty_score":0.03982633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02315268071822069,"score_gpt":0.3796902261669597,"score_spread":0.356537545448739,"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."}}