{"id":"W6940042918","doi":"10.60928/c270-yn4j","title":"Analysis of blinking pixels in CCD imagers with and without surface pinning","year":2024,"lang":"en","type":"article","venue":"IISS online library","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalsa Corporation","funders":"","keywords":"Pixel; Surface (topology); Charge-coupled device; Mode (computer interface); Image processing","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":[0.0005305383,0.0003672011,0.0003804327,0.001146416,0.0004066842,0.0006085096,0.0004947496,0.0004976981,0.001911804],"category_scores_gemma":[0.001561076,0.0001965659,0.0003108102,0.0009289542,0.0004499624,0.0005982904,0.0002388776,0.0005781041,0.0003123489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000431459,"about_ca_system_score_gemma":0.0002170472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007095213,"about_ca_topic_score_gemma":0.0007348519,"domain_scores_codex":[0.999218,0.00007822848,0.00004352456,0.0001742353,0.0003818951,0.0001041141],"domain_scores_gemma":[0.998104,0.0008580704,0.0002900837,0.0001661544,0.0005002069,0.0000815101],"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":[0.0001648515,0.00002661504,0.0009539452,0.00008134143,0.00001095852,0.00006978666,0.0001247463,0.00008529639,0.993154,0.00007792827,0.00002659033,0.005223927],"study_design_scores_gemma":[0.00000407275,0.0001596445,0.0139536,0.00000578379,0.00002450297,0.0002038104,0.0001010937,0.0009512324,0.9840911,0.00003372022,0.0004625903,0.000008776821],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773272,0.0008302729,0.01947761,0.00002784824,0.00001857706,0.0000504077,0.0001646049,0.0002033448,0.001900315],"genre_scores_gemma":[0.9766414,0.0005503237,0.02019661,0.0000298697,0.00001208071,0.00006509085,0.0003014159,0.0001117096,0.002091427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001911804,"threshold_uncertainty_score":0.006395578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0104134808996592,"score_gpt":0.2314766195960167,"score_spread":0.2210631386963575,"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."}}