{"id":"W4389540975","doi":"10.17118/11143/20974","title":"Portable CIP-based microfluidic platform for optical bacteriadetection","year":2023,"lang":"en","type":"article","venue":"","topic":"Biosensors and Analytical Detection","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Microfluidics; Computer science; Nanotechnology; Materials science","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":[0.0002376514,0.0007888227,0.0004413024,0.000413718,0.0002457014,0.0003045474,0.0009338475,0.0005792384,0.00139408],"category_scores_gemma":[0.0002547105,0.000360824,0.0003392363,0.0002218466,0.000307383,0.0003211526,0.000444439,0.0006292864,0.0006717213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004580901,"about_ca_system_score_gemma":0.0004681971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000461724,"about_ca_topic_score_gemma":0.0007137667,"domain_scores_codex":[0.9997579,0.00001681301,0.00001601644,0.00007976908,0.00009829372,0.00003117243],"domain_scores_gemma":[0.9998747,0.00003206464,0.00004007847,0.00001297205,0.0000224565,0.00001776611],"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":[0.00002024016,0.00002389021,0.00008635064,0.00009198046,0.000003842162,0.00004843933,0.000009541292,0.0003124398,0.994512,0.0002310332,0.0002315135,0.004428762],"study_design_scores_gemma":[0.0000118467,0.0001444661,0.0008107931,0.000008608726,0.00001238822,0.0002220673,0.000005941281,0.00454377,0.9893086,0.00006259856,0.004846135,0.00002281169],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4980399,0.006248734,0.4771324,0.0007111285,0.0008180864,0.001359676,0.002193557,0.00555047,0.007946121],"genre_scores_gemma":[0.5380251,0.002834356,0.4508244,0.0003893616,0.0001574187,0.001020483,0.0009682221,0.0001019145,0.005678779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00139408,"threshold_uncertainty_score":0.004663706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0179517685271447,"score_gpt":0.2208690667897593,"score_spread":0.2029172982626146,"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."}}