{"id":"W2014048114","doi":"10.1016/j.bios.2012.03.006","title":"Long period grating based biosensor for the detection of Escherichia coli bacteria","year":2012,"lang":"en","type":"article","venue":"Biosensors and Bioelectronics","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":200,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Escherichia coli; Biosensor; Surface plasmon resonance; Bacteriophage; Materials science; Grating; Optical fiber; Chemistry; Optoelectronics; Nanotechnology; Optics; Nanoparticle; Physics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001865172,0.0002056761,0.0002037773,0.0000576666,0.0001480057,0.00002721749,0.00008123557,0.0001260411,0.000006097421],"category_scores_gemma":[0.00006094707,0.0001556197,0.000083539,0.0002031448,0.00008934062,0.00009384842,0.00001300964,0.0001473561,0.000001731293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006387854,"about_ca_system_score_gemma":0.00001711417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005357285,"about_ca_topic_score_gemma":0.00002269324,"domain_scores_codex":[0.998973,0.00002238121,0.0002491979,0.0001465963,0.0001019108,0.000506934],"domain_scores_gemma":[0.9994013,0.0001879225,0.00007505337,0.0002038076,0.00005503904,0.00007691641],"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":[0.00004595408,0.00002205661,0.0003344542,0.00008504576,0.00005568373,2.397531e-7,0.0001787197,0.0006698635,0.9887327,0.0002140782,0.0000148669,0.009646355],"study_design_scores_gemma":[0.0006205965,0.000255948,0.005824809,0.00002243065,0.00009760461,0.0000137514,0.0003120505,0.1145462,0.8697724,0.00001650236,0.008158648,0.0003590336],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780658,0.002882074,0.01802386,0.00007411893,0.0003583092,0.0004079448,0.00002981482,0.000126095,0.0000319304],"genre_scores_gemma":[0.9941522,0.0001905738,0.005339233,0.00003194232,0.0001705159,0.00002573022,0.000006547211,0.0000505037,0.00003272513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1189602,"threshold_uncertainty_score":0.6345989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01094713642676206,"score_gpt":0.2195714460032489,"score_spread":0.2086243095764869,"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."}}