{"id":"W2084108395","doi":"10.1021/ac061134j","title":"DNA Detection on Plastic:  Surface Activation Protocol To Convert Polycarbonate Substrates to Biochip Platforms","year":2006,"lang":"en","type":"article","venue":"Analytical Chemistry","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biochip; Chemistry; Polycarbonate; Microfluidics; DNA microarray; Substrate (aquarium); Fabrication; Nanotechnology; Biosensor; DNA; Reagent; Combinatorial chemistry; Materials science; Organic chemistry; Biochemistry; Gene","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":[0.00004472154,0.0001760812,0.0001345228,0.00003263909,0.00005908336,0.0000365659,0.0001119808,0.0001176943,0.0001201184],"category_scores_gemma":[0.00002330191,0.0001669747,0.00004738065,0.0003407255,0.0000182655,0.00003639781,0.00001405772,0.0001500282,0.0001423828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001425506,"about_ca_system_score_gemma":0.00001831211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002705538,"about_ca_topic_score_gemma":0.000001980087,"domain_scores_codex":[0.9990895,0.000002300949,0.0002150804,0.0002432404,0.000169427,0.0002804371],"domain_scores_gemma":[0.9995399,0.00005149485,0.00001795832,0.0002053552,0.00003642014,0.0001488325],"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":[0.00005513152,0.00003211609,0.00007027738,0.00004103173,0.00001551194,9.68074e-7,0.000005402464,0.001177823,0.9909357,0.0001757729,0.007348487,0.0001417223],"study_design_scores_gemma":[0.000173382,0.00004075004,0.0009621807,0.0000188047,0.00001008157,0.00000233258,0.00001091056,0.003909239,0.9871737,0.0001777018,0.007315982,0.0002049697],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877009,0.00001209161,0.002955129,0.00009021923,0.00001617261,0.003675669,0.000008255364,0.0001916019,0.005349998],"genre_scores_gemma":[0.996331,0.00000613973,0.00002120304,0.00006398607,0.0001204696,0.002973732,0.00002268768,0.00002817741,0.0004326436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008630098,"threshold_uncertainty_score":0.6809033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006100313558905709,"score_gpt":0.216034948842069,"score_spread":0.2099346352831633,"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."}}