{"id":"W2800096937","doi":"10.22215/etd/2014-10856","title":"Novel MOS-Based Biomolecule Detection Techniques","year":2014,"lang":"en","type":"dissertation","venue":"","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Biomolecule; Nanotechnology; Materials science; CMOS; Biosensor; Aptamer; Fluorescence; Chemistry; Optoelectronics; Physics","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":[0.00009524529,0.0003314192,0.0001726033,0.0002143126,0.0001878549,0.0004220192,0.0004924337,0.0003202812,0.002451739],"category_scores_gemma":[0.0001854572,0.0001381557,0.0001420781,0.0001974157,0.0001543846,0.0005449114,0.000265917,0.0004380245,0.001038396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000302334,"about_ca_system_score_gemma":0.0001449963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002171055,"about_ca_topic_score_gemma":0.0008106526,"domain_scores_codex":[0.9999089,0.000005597269,0.000003639549,0.00001784773,0.00005173748,0.00001222223],"domain_scores_gemma":[0.9999253,0.00001965371,0.00001433152,0.000008367855,0.00002380139,0.00000863236],"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":[0.00002945652,0.00002205038,0.00009662841,0.0001411467,0.000006334741,0.00007227024,0.00004248086,0.0001884143,0.9794104,0.004072053,0.0007701586,0.01514867],"study_design_scores_gemma":[0.000007181824,0.00009884201,0.0004320415,0.00001560401,0.00001125118,0.0002466907,0.00002848045,0.004159928,0.9701219,0.0006879261,0.02417563,0.00001456105],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.7397001,0.01944211,0.1566808,0.00144729,0.001223575,0.0002993491,0.001354166,0.001783815,0.07806888],"genre_scores_gemma":[0.8714021,0.01318398,0.07634675,0.0003908598,0.0002103523,0.0001541588,0.0004140292,0.00008666275,0.03781115],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002451739,"threshold_uncertainty_score":0.008201897,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00841254330837898,"score_gpt":0.2546319517591856,"score_spread":0.2462194084508066,"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."}}