{"id":"W2024946086","doi":"10.3390/jpm2020050","title":"Infectious Disease Management through Point-of-Care Personalized Medicine Molecular Diagnostic Technologies","year":2012,"lang":"en","type":"review","venue":"Journal of Personalized Medicine","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier de l'Université Laval","funders":"","keywords":"Medicine; Infectious disease (medical specialty); Reimbursement; Intensive care medicine; Personalized medicine; Point of care; Disease; Turnaround time; Medical laboratory; Point-of-care testing; Antimicrobial; Molecular diagnostics; Diagnostic test; Health care; Bioinformatics; Pathology; Pediatrics; Computer science; 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":[0.0009708692,0.001209279,0.001876077,0.00273377,0.0002766557,0.001357532,0.001344578,0.001952012,0.003040011],"category_scores_gemma":[0.001315367,0.0002903883,0.0006957889,0.001851339,0.0007852071,0.001740829,0.0008627249,0.002866304,0.002965043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008510866,"about_ca_system_score_gemma":0.0009278512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008392128,"about_ca_topic_score_gemma":0.00101103,"domain_scores_codex":[0.9995059,0.0001028181,0.00005750571,0.0000757597,0.0002236895,0.00003439217],"domain_scores_gemma":[0.9993124,0.000343292,0.00008359684,0.00002849485,0.0001828868,0.00004930037],"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":[0.00003514424,0.00009351165,0.000198306,0.00542186,0.00006587031,0.0002655908,0.00004252887,0.0004367427,0.0009527247,0.003518945,0.02492537,0.9640435],"study_design_scores_gemma":[0.0000217795,0.0001136372,0.001197115,0.003605606,0.00009638608,0.003442676,0.00008021379,0.0002775981,0.0008249455,0.005059909,0.9852458,0.00003435447],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001297872,0.9956867,0.00102402,0.000942858,0.0003240817,0.00001071115,0.00001574443,0.00002730063,0.001838679],"genre_scores_gemma":[0.001204149,0.9956448,0.001292653,0.0004490143,0.0004329846,0.00001459251,0.00003069825,0.00000326472,0.0009278494],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003040011,"threshold_uncertainty_score":0.01016986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03734047466988662,"score_gpt":0.3449330777125451,"score_spread":0.3075926030426585,"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."}}