{"id":"W188417689","doi":"10.1007/978-1-62703-733-4_12","title":"Monitoring Cell Growth, Viability, and Apoptosis","year":2013,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Bioprocess; Cell counting; Viability assay; Biological system; Process engineering; Biomedical engineering; Biology; Cell; Cell cycle; Engineering; Biochemistry","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":[0.001397536,0.001202906,0.00114171,0.003332139,0.0007284894,0.001263725,0.00100767,0.001082671,0.002218764],"category_scores_gemma":[0.001585287,0.0004024666,0.0007624748,0.002671801,0.0006201577,0.001029151,0.001069722,0.001707473,0.001364158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001092452,"about_ca_system_score_gemma":0.0005856775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008885865,"about_ca_topic_score_gemma":0.001792525,"domain_scores_codex":[0.9962077,0.00047289,0.0002454643,0.0006813347,0.002129738,0.0002627713],"domain_scores_gemma":[0.9983407,0.000285901,0.0003600974,0.000130312,0.000739934,0.0001430613],"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":[0.0006161187,0.000283492,0.01264301,0.001021173,0.0001119897,0.0003374671,0.0003914106,0.0009306637,0.90855,0.001390621,0.001640484,0.07208353],"study_design_scores_gemma":[0.00004284586,0.001157273,0.02816262,0.000167768,0.0001559885,0.0009955084,0.0002955053,0.007288226,0.9401102,0.001649292,0.019889,0.00008581034],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.61783,0.06690677,0.2640921,0.001324079,0.001193182,0.001358439,0.00763044,0.003057602,0.0366074],"genre_scores_gemma":[0.7110861,0.04134277,0.1932648,0.001053917,0.0004398678,0.003332786,0.008640816,0.0003797141,0.04045923],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003332139,"threshold_uncertainty_score":0.007926285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01226036136072933,"score_gpt":0.343976824838003,"score_spread":0.3317164634772736,"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."}}