{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003460297,0.0001867707,0.0001946459,0.00007972449,0.00005934992,0.00002765848,0.0001684053,0.0002606405,0.00004471814],"category_scores_gemma":[0.0002628464,0.0001721057,0.00008680097,0.0001166857,0.0001312263,0.000004371717,0.0002819064,0.0001297932,0.000008814332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001233626,"about_ca_system_score_gemma":0.00002141938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001744089,"about_ca_topic_score_gemma":0.000001632444,"domain_scores_codex":[0.9982846,0.0006132444,0.00024018,0.0005029272,0.00004748106,0.0003115351],"domain_scores_gemma":[0.9993739,0.00004671302,0.00006101031,0.000331537,0.00007449335,0.000112378],"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":[0.000009724065,0.00005439529,0.05004538,0.0000224336,0.000013155,7.348446e-7,0.00001542531,0.000009168632,0.9431276,0.00009461884,0.0001265608,0.006480851],"study_design_scores_gemma":[0.0003315774,0.0002351483,0.00397981,0.000008758097,0.000008456082,0.000004496611,0.00003608892,0.00002651078,0.9860075,0.00811425,0.001036894,0.0002105243],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.833542,0.001597413,0.1624033,0.00009878135,0.0003356372,0.0002694388,0.000003107969,0.00001701456,0.001733232],"genre_scores_gemma":[0.7680886,0.0002591131,0.2310205,0.0002117013,0.0001009967,0.0001669925,0.000009074424,0.00002311433,0.0001198475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0686172,"threshold_uncertainty_score":0.7018267,"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."}}