{"id":"W2050828167","doi":"10.1021/am400162h","title":"Polythiophene Biosensor for Rapid Detection of Microbial Particles in Water","year":2013,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier de l'Université Laval; Université Laval","funders":"","keywords":"Biosensor; Polythiophene; Materials science; Cationic polymerization; Contamination; Water quality; Polymer; Nanotechnology; Particle (ecology); Environmental chemistry; Conductive polymer; Chemistry; Ecology; Polymer chemistry; Biology","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":[0.0001135782,0.0001390378,0.0002389415,0.00008056632,0.00002365263,0.00005547647,0.00007540213,0.0001117092,0.000174108],"category_scores_gemma":[0.000006658936,0.0001059732,0.00001651988,0.00005394897,0.0000408962,0.00007844392,0.00002356952,0.00004676691,0.000101659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002269283,"about_ca_system_score_gemma":0.000001611425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007699641,"about_ca_topic_score_gemma":0.00002110207,"domain_scores_codex":[0.9991665,0.00001224087,0.0003623146,0.0001507672,0.00005307023,0.0002551057],"domain_scores_gemma":[0.9997757,0.00002501394,0.00003257365,0.0001138107,0.00002720483,0.00002567458],"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":[0.00005700699,0.00001824998,0.000001162821,0.0001086097,0.00002030588,1.141364e-7,0.0001071436,0.0001544547,0.9940064,0.00004689931,0.00004307638,0.005436568],"study_design_scores_gemma":[0.0003470785,0.00005580049,0.0001361458,0.00001884466,0.00001248694,0.000001211367,0.00007787255,0.00009770815,0.9984332,0.0006108625,0.00007117046,0.0001376509],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988833,0.0000357212,0.0001381683,0.00005347178,0.0003322934,0.0003649138,0.00001571892,0.00009021557,0.00008621182],"genre_scores_gemma":[0.999502,0.00002755826,0.0002128924,0.00001906524,0.00008987503,0.00009593627,0.000004966008,0.00002771719,0.00002000428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005298917,"threshold_uncertainty_score":0.4321462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007241778672483919,"score_gpt":0.18591825724915,"score_spread":0.178676478576666,"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."}}