{"id":"W2546868888","doi":"10.1109/ccece.2016.7726838","title":"Adaptive illumination backlight panel for ELISA imaging systems","year":2016,"lang":"en","type":"article","venue":"","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Backlight; Absorbance; Transmittance; Computer science; Reliability (semiconductor); Luminescence; Light intensity; Computer vision; Fluorescence; Image processing; Artificial intelligence; Optics; Materials science; Optoelectronics; Liquid-crystal display; Image (mathematics); Physics","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":[0.00001697054,0.0000896977,0.00008927766,0.0000359009,0.00001837119,0.000008757679,0.00009081691,0.00004764517,0.00001322244],"category_scores_gemma":[0.00006514014,0.00005848449,0.00002592358,0.00005096581,0.0000340855,0.0001465494,0.00001494509,0.00003016027,0.00003530345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001141282,"about_ca_system_score_gemma":6.832206e-7,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001677294,"about_ca_topic_score_gemma":6.276526e-7,"domain_scores_codex":[0.9995294,0.000001898295,0.0001118829,0.0001158214,0.00005903617,0.0001819883],"domain_scores_gemma":[0.9996756,0.0001164458,0.00001564568,0.0001287466,0.00004190414,0.00002160352],"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":[0.000004192459,0.000004256174,0.00004223294,0.0000394078,0.00001390781,0.000001070246,0.00001706971,0.000854173,0.9354676,0.01021657,0.003388027,0.04995147],"study_design_scores_gemma":[0.0002988356,0.000009462531,0.00002927667,0.00005859013,0.00000579957,0.000003724418,0.0002978296,0.03201947,0.9493701,0.002260895,0.015452,0.0001939685],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04094155,0.0004206576,0.9451387,0.0003124848,0.0003136266,0.000342028,0.00002429929,0.002662909,0.009843727],"genre_scores_gemma":[0.9936684,0.00004126716,0.00519523,0.000008151866,0.00004907246,0.00006158969,0.000001614689,0.00002302935,0.000951658],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9527268,"threshold_uncertainty_score":0.2384928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01811412086328668,"score_gpt":0.2101233856662655,"score_spread":0.1920092648029788,"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."}}