{"id":"W2026469806","doi":"10.1504/ijamc.2009.026858","title":"Towards fully integrated Lab-on-Chip: design, assembly and experimental results","year":2009,"lang":"en","type":"article","venue":"International Journal of Advanced Media and Communication","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biosensor; Polyelectrolyte; Lab-on-a-chip; Microfluidics; Computer science; Capacitive sensing; Chip; CMOS; Nanotechnology; Computer hardware; Embedded system; Materials science; Optoelectronics; Polymer; Telecommunications","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001735244,0.00009842237,0.0001408986,0.00005730658,0.0000321487,0.00003022619,0.0002605449,0.00005683765,0.000009639154],"category_scores_gemma":[0.0005574313,0.00008201037,0.00003783823,0.00004972925,0.00004733041,0.0001691613,0.00003290039,0.0002745358,0.000001330278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006058488,"about_ca_system_score_gemma":0.00002042068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002783623,"about_ca_topic_score_gemma":4.841737e-7,"domain_scores_codex":[0.9992233,0.00003351691,0.0003298685,0.00008832059,0.000243287,0.00008172664],"domain_scores_gemma":[0.9991271,0.0002733057,0.0001591165,0.000124925,0.0002130687,0.0001025015],"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":[0.003063066,0.0003336146,0.00002222728,0.000005954668,0.000142876,0.00004773433,0.002078036,0.004174961,0.8873209,0.005115415,0.000322757,0.09737249],"study_design_scores_gemma":[0.003762754,0.0004683715,0.001091754,0.0003778758,0.00003361498,0.0002076098,0.001487679,0.0159033,0.9686488,0.004658185,0.003087615,0.0002724566],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767129,0.001886702,0.01133313,0.006600205,0.0001703814,0.00006998514,0.00001308375,0.00003362829,0.003179955],"genre_scores_gemma":[0.9900559,0.0006770715,0.008885903,0.0002087523,0.00008709492,9.580335e-7,0.00001695923,0.000005430072,0.00006193635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09710003,"threshold_uncertainty_score":0.3344286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01908246520279083,"score_gpt":0.2921046137207767,"score_spread":0.2730221485179859,"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."}}