{"id":"W3154906677","doi":"10.1149/1945-7111/abf5f7","title":"Zero-Inflated Poisson Distribution of Sedimented Cells in Multi-Layered Microwell Arrays","year":2021,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; McGill University","funders":"","keywords":"Poisson distribution; Estimator; Trap (plumbing); Computer science; Biological system; Algorithm; Mathematics; Statistics; Physics; Biology","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":[0.002703757,0.0003584614,0.0005667958,0.0008260089,0.0003484255,0.0008866396,0.001045972,0.0006276825,0.0006482694],"category_scores_gemma":[0.006217479,0.0003997386,0.0005242517,0.0005589614,0.000833218,0.0008436804,0.0008454588,0.0008009558,0.00022174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009682204,"about_ca_system_score_gemma":0.0004253518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001984859,"about_ca_topic_score_gemma":0.001872326,"domain_scores_codex":[0.9986548,0.0002834695,0.0001153868,0.0003357758,0.0004325688,0.0001778513],"domain_scores_gemma":[0.9948269,0.002760406,0.0009460668,0.0005108364,0.0007678365,0.0001880308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005816067,0.0002131607,0.04735588,0.0004871227,0.0002307014,0.001260357,0.001109138,0.3819569,0.4819048,0.04835351,0.001947262,0.03459949],"study_design_scores_gemma":[0.00001123938,0.0001015729,0.009410165,0.00001757259,0.0000219675,0.0001885178,0.0001526437,0.9245004,0.05720019,0.007083983,0.001240681,0.00007098549],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3920426,0.000442435,0.6047091,0.0002644509,0.00003608803,0.0001075613,0.0007005504,0.0006228666,0.001074321],"genre_scores_gemma":[0.909216,0.0003142845,0.08729475,0.0001520173,0.00002689555,0.0002210685,0.0009003054,0.00006920908,0.001805537],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002703757,"threshold_uncertainty_score":0.01429898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007999465102249264,"score_gpt":0.2040651443371994,"score_spread":0.1960656792349501,"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."}}