{"id":"W2088209373","doi":"10.1016/j.watres.2009.11.017","title":"Optimal preparation and purification of PRD1-like bacteriophages for use in environmental fate and transport studies","year":2009,"lang":"en","type":"article","venue":"Water Research","topic":"Fecal contamination and water quality","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Waterloo","funders":"","keywords":"Bacteriophage; Escherichia coli; Titer; Biology; Capsid; Microbiology; Biochemical engineering; Virus; Virology; Biochemistry; Engineering","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":[0.0008522149,0.0000585276,0.00009431132,0.00004852838,0.00006675338,0.00001936556,0.00004965673,0.00003294098,0.00003570108],"category_scores_gemma":[0.00001160522,0.00004273665,0.00001182937,0.00003878119,0.000209965,0.0003249042,0.00003457311,0.00005777589,0.000005659149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005085803,"about_ca_system_score_gemma":0.00000155904,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006913125,"about_ca_topic_score_gemma":0.00006118328,"domain_scores_codex":[0.999151,0.0001006086,0.000168041,0.0002154329,0.0001968853,0.0001680606],"domain_scores_gemma":[0.9998248,0.00002426451,0.00001642414,0.00008979316,0.000007254153,0.00003751024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0003890424,0.000192655,0.1176815,0.0000565808,0.000009497488,0.000003170445,0.01480037,0.00007481897,0.8524128,0.00004268667,0.00006742349,0.01426942],"study_design_scores_gemma":[0.0004316847,0.0002587389,0.868724,0.000008101736,0.000002907073,0.000001081355,0.0002718511,0.0005890894,0.1285826,0.0002000276,0.0008653777,0.00006451818],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990982,0.00004279346,0.00006145701,0.0003049995,0.000007717816,0.0004376071,0.000009442916,0.000004662301,0.00003313026],"genre_scores_gemma":[0.9984013,0.0001008574,0.0006918096,0.00002006303,0.000004472515,0.00003350824,0.00002464673,0.000003276811,0.000720107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7510425,"threshold_uncertainty_score":0.174275,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09833745973043724,"score_gpt":0.3662566205735444,"score_spread":0.2679191608431072,"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."}}