{"id":"W1967110885","doi":"10.1039/c2lc41123g","title":"All-thermoplastic nanoplasmonic microfluidic device for transmission SPR biosensing","year":2012,"lang":"en","type":"article","venue":"Lab on a Chip","topic":"Plasmonic and Surface Plasmon Research","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; National Research Council Canada","funders":"","keywords":"Microfluidics; Biosensor; Nanotechnology; Materials science; Fluidics; Surface plasmon resonance; Lab-on-a-chip; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000335485,0.0002647415,0.0002527084,0.0001300374,0.0001163464,0.00004205128,0.0001719724,0.0001760363,0.00008324486],"category_scores_gemma":[0.00004922435,0.0002372599,0.0001115662,0.0001941257,0.00003295773,0.0001362308,0.00001815827,0.0002893595,0.0003797596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00010429,"about_ca_system_score_gemma":0.00003307363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006870346,"about_ca_topic_score_gemma":0.000003302962,"domain_scores_codex":[0.9983609,0.00004236838,0.0002394728,0.0002181768,0.0002544404,0.000884664],"domain_scores_gemma":[0.9989735,0.00044294,0.00002287713,0.0002337901,0.0000293101,0.0002976076],"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":[0.000237465,0.0001715347,0.001096508,0.0004211077,0.0001848202,0.00001308272,0.0008207348,0.002168539,0.9648496,0.0005926447,0.01641474,0.01302924],"study_design_scores_gemma":[0.001512849,0.000128451,0.002051583,0.000214754,0.00005965312,0.00003564893,0.00008345743,0.06884301,0.6185704,0.00007517499,0.3077927,0.0006322603],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901562,0.003326063,0.002500444,0.0002179381,0.0005204599,0.0003599433,0.00003107955,0.0003284564,0.002559457],"genre_scores_gemma":[0.994328,0.0005328628,0.00436749,0.0001996734,0.00004035055,0.00002558269,0.00002555741,0.00008849067,0.0003920586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3462791,"threshold_uncertainty_score":0.9675177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02904821977978662,"score_gpt":0.2644495576288259,"score_spread":0.2354013378490393,"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."}}