{"id":"W4286522266","doi":"10.1117/12.2631246","title":"Semiconductor photonic biosensor for quasi-continuous monitoring of environmental water for the presence of pathogenic bacteria","year":2022,"lang":"en","type":"preprint","venue":"","topic":"bioluminescence and chemiluminescence research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut interdisciplinaire d'innovation technologique; Université de Sherbrooke","funders":"","keywords":"Biosensor; Semiconductor; Photonics; Pathogenic bacteria; Optoelectronics; Bacteria; Materials science; Nanotechnology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004235408,0.0004219989,0.0002589493,0.0003573333,0.000289915,0.0007732029,0.0006732817,0.0007644916,0.004512302],"category_scores_gemma":[0.0003032555,0.0002843899,0.0002334096,0.0002574879,0.00035805,0.0004817544,0.0003856691,0.0007520822,0.00148316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005195145,"about_ca_system_score_gemma":0.0004754073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005649935,"about_ca_topic_score_gemma":0.0008433971,"domain_scores_codex":[0.9995942,0.00003670528,0.000009287073,0.00006446618,0.000261467,0.00003394531],"domain_scores_gemma":[0.9998865,0.00003429408,0.00000734988,0.00001008441,0.0000491048,0.00001254365],"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":[0.00005655376,0.0000321473,0.00008280242,0.00008665586,0.00001220851,0.00005665751,0.00002459207,0.0002461116,0.9838341,0.002680012,0.00218945,0.01069863],"study_design_scores_gemma":[0.00001778655,0.0001099098,0.0003440579,0.000007970009,0.00001138357,0.000132352,0.00001860105,0.01134276,0.9726031,0.0005997882,0.01479797,0.00001430043],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.479715,0.02306142,0.4269819,0.005878022,0.005428627,0.0003723047,0.001432217,0.003155772,0.05397475],"genre_scores_gemma":[0.7912955,0.00691386,0.1239722,0.0008659518,0.0006029226,0.0001484137,0.001437927,0.0002469443,0.07451621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004512302,"threshold_uncertainty_score":0.01509517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02179574477664621,"score_gpt":0.2785405014444594,"score_spread":0.2567447566678132,"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."}}