{"id":"W1975707897","doi":"10.1007/s00216-015-8726-y","title":"Rapid and specific SPRi detection of L. pneumophila in complex environmental water samples","year":2015,"lang":"en","type":"article","venue":"Analytical and Bioanalytical Chemistry","topic":"Legionella and Acanthamoeba research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Steadman Philippon Research Institute","keywords":"Legionella pneumophila; Biosensor; Microbiology; RNA; 16S ribosomal RNA; Legionella; Bacteria; Ribosomal RNA; Biology; Chemistry; Environmental chemistry; Biochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005191047,0.000511311,0.0003065671,0.0005190332,0.0002300518,0.0003633401,0.0002877907,0.0004924691,0.0007642013],"category_scores_gemma":[0.0006270231,0.0003341295,0.0001712538,0.0001766905,0.0002724085,0.0003009685,0.0004152544,0.0004931587,0.0006970061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001839676,"about_ca_system_score_gemma":0.0003142983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000747931,"about_ca_topic_score_gemma":0.001944142,"domain_scores_codex":[0.9995458,0.00007777745,0.00001834861,0.0001248992,0.000176565,0.00005662517],"domain_scores_gemma":[0.9997056,0.0001103957,0.0000271944,0.00002114959,0.00009061065,0.00004507396],"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":[0.00005400889,0.00002790169,0.001692971,0.00003574212,0.000006283274,0.0000320434,0.00004609407,0.0001374036,0.9917657,0.00004500407,0.0001443287,0.00601258],"study_design_scores_gemma":[0.00001329946,0.0002834159,0.01271101,0.0000117711,0.00001401138,0.0003293663,0.0001077515,0.006486214,0.9780396,0.0001378807,0.001851409,0.0000143861],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9016235,0.001196941,0.08985829,0.0004393191,0.00005964859,0.0001978822,0.0008788666,0.001037223,0.004708271],"genre_scores_gemma":[0.9084156,0.0007367395,0.08192163,0.0004340471,0.0000401507,0.0001989518,0.00154291,0.00005655691,0.006653371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007642013,"threshold_uncertainty_score":0.00274533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03608446406654673,"score_gpt":0.2510658147264681,"score_spread":0.2149813506599213,"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."}}