{"id":"W2141798425","doi":"10.1039/c3an01989f","title":"Bacteriophages: biosensing tools for multi-drug resistant pathogens","year":2014,"lang":"en","type":"review","venue":"The Analyst","topic":"Bacteriophages and microbial interactions","field":"Environmental Science","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; BioPhage Pharma (Canada); Regroupement Québécois sur les Matériaux de Pointe","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biosensor; Bacteriophage; Nanotechnology; Microbiology; Biology; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005177171,0.0003945432,0.001047307,0.00006059776,0.0004210253,0.0002760744,0.0005485609,0.0001354438,0.0006780825],"category_scores_gemma":[0.00008094925,0.0002411254,0.0009603383,0.0002873532,0.000155346,0.0001721577,0.0002495877,0.0002681428,0.0009774093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000224137,"about_ca_system_score_gemma":0.00002372653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003021581,"about_ca_topic_score_gemma":0.0007919466,"domain_scores_codex":[0.9981636,0.0002266278,0.0006108106,0.000493266,0.0001178982,0.0003877915],"domain_scores_gemma":[0.9982957,0.0003422096,0.0004677398,0.0007893599,0.00001551064,0.00008952164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009459888,0.0000542399,4.087115e-7,0.001127481,0.0002106495,0.000008604941,0.0001374353,0.000003282398,0.006781697,0.00001612825,0.0049468,0.9867038],"study_design_scores_gemma":[0.00008344487,0.00001718534,0.00004964761,0.001123005,0.001110605,0.00002821839,0.00003750641,0.0000418723,0.00003321973,0.000002763268,0.9971808,0.0002916843],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004205981,0.9935737,0.001645782,0.0001511821,0.0006600572,0.001640545,0.0005930108,0.0000877394,0.00122739],"genre_scores_gemma":[0.0001973614,0.9895854,0.002212887,0.0001929048,0.000275229,0.00007675949,0.0002484768,0.00007914357,0.007131839],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9922341,"threshold_uncertainty_score":0.9998004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08359350226180168,"score_gpt":0.3422293685538855,"score_spread":0.2586358662920838,"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."}}