{"id":"W2120946080","doi":"10.1002/elsc.201000132","title":"Extraction of nucleic acids from bacterial spores using bead‐based mechanical lysis on a plastic chip","year":2011,"lang":"en","type":"article","venue":"Engineering in Life Sciences","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Lysis; Nucleic acid; Extraction (chemistry); Materials science; DNA extraction; DNA; Matrix (chemical analysis); Bead; Chromatography; Chemistry; Composite material; Polymerase chain reaction; Biochemistry; Gene","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":[0.000343512,0.0004246384,0.000361189,0.0003790578,0.0001908808,0.0005577998,0.0005738359,0.0004183454,0.0006345133],"category_scores_gemma":[0.0004447592,0.0002808017,0.0003121869,0.0002042047,0.000301723,0.0003218125,0.0004333342,0.000445778,0.000913777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002953573,"about_ca_system_score_gemma":0.000308548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002518038,"about_ca_topic_score_gemma":0.0006751228,"domain_scores_codex":[0.9995261,0.00006754049,0.00003739303,0.0001165046,0.0002048599,0.00004754048],"domain_scores_gemma":[0.9996119,0.0001734619,0.00008809486,0.00005916892,0.00003805637,0.00002935105],"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":[0.0000151653,0.00001482801,0.00008268146,0.00003530533,0.000003770422,0.00001297748,0.0000068748,0.0001741427,0.996924,0.0000503287,0.00003256824,0.002647237],"study_design_scores_gemma":[0.000003786836,0.00004434411,0.0003628913,0.0000028324,0.000004378415,0.00003764319,0.000004366539,0.001475392,0.9969895,0.00001413142,0.001053338,0.000007277215],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.662591,0.00204324,0.3289395,0.0003994283,0.0001896192,0.000448496,0.000641917,0.001381433,0.0033654],"genre_scores_gemma":[0.606779,0.00133367,0.3855557,0.0002094812,0.00006250784,0.0003169818,0.00099282,0.000103387,0.004646593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006345133,"threshold_uncertainty_score":0.002142966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03619942049197825,"score_gpt":0.2257207172027159,"score_spread":0.1895212967107377,"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."}}