{"id":"W1970358588","doi":"10.1016/j.colsurfb.2007.03.007","title":"A low-cost, disposable card for rapid polymerase chain reaction","year":2007,"lang":"en","type":"article","venue":"Colloids and Surfaces B Biointerfaces","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre hospitalier universitaire de Québec; Université Laval","funders":"Génome Québec; Genome Canada","keywords":"Temperature cycling; Thermocouple; Materials science; Polypropylene; Polycarbonate; Composite material; Thermal","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":[0.0002837564,0.0001951321,0.0002154187,0.00008234786,0.0001688257,0.00006187664,0.000104831,0.00009973569,0.00002023649],"category_scores_gemma":[0.000008685119,0.0001826996,0.00006721236,0.0001849701,0.00006250302,0.0001013932,0.00001965373,0.00008944058,0.00001031571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005449231,"about_ca_system_score_gemma":0.00001578492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003942151,"about_ca_topic_score_gemma":0.00004419094,"domain_scores_codex":[0.9990171,0.00001042752,0.0002533433,0.0002466882,0.00009058791,0.0003818266],"domain_scores_gemma":[0.9995404,0.00007702957,0.00003460233,0.0001852247,0.00003994759,0.0001228087],"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":[0.00007206494,0.00002669716,0.0002451932,0.00007795943,0.00005262942,9.175579e-7,0.0001764937,0.00002109381,0.9628404,0.0002323496,0.02281206,0.01344211],"study_design_scores_gemma":[0.0004331784,0.00009657153,0.0006514086,0.00002986806,0.00002785604,0.000008161525,0.0004020158,0.001676294,0.8069534,0.00006270344,0.1893938,0.0002647564],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.932558,0.05412436,0.01060066,0.0001142528,0.0002184764,0.0006100749,0.00007937291,0.0001950393,0.001499735],"genre_scores_gemma":[0.9714918,0.02713951,0.0001873574,0.00004312385,0.00007232364,0.00006337256,0.00003673712,0.00003587665,0.0009299541],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1665818,"threshold_uncertainty_score":0.7450272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007473364300719367,"score_gpt":0.2174687375046765,"score_spread":0.2099953732039571,"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."}}