{"id":"W2067881354","doi":"10.1007/s10616-007-9093-0","title":"On-line monitoring of infected Sf-9 insect cell cultures by scanning permittivity measurements and comparison with off-line biovolume measurements","year":2007,"lang":"en","type":"article","venue":"Cytotechnology","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":51,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; Biotechnology Research Institute","funders":"","keywords":"Line (geometry); Cell culture; Permittivity; Biology; Materials science; Analytical Chemistry (journal); Chemistry; Chromatography; Optoelectronics; Dielectric; Genetics; Mathematics","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":[0.0002823811,0.0002685145,0.0003105393,0.0001327531,0.0001574561,0.00001633119,0.0001842093,0.0003828114,0.000007195513],"category_scores_gemma":[0.0001494552,0.0002274761,0.00006288492,0.0002106581,0.0002183628,0.000007781417,0.0001348797,0.0002388894,0.000002372835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003513076,"about_ca_system_score_gemma":0.00004081228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006300392,"about_ca_topic_score_gemma":0.00004883368,"domain_scores_codex":[0.9984968,0.00006057607,0.0003385253,0.000474931,0.0002663802,0.0003627736],"domain_scores_gemma":[0.9990408,0.00001742986,0.0002453658,0.0003752565,0.0002105906,0.0001105011],"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":[0.0003278021,0.0003380566,0.1921101,0.00003531287,0.00008344901,0.000002283063,0.00002540478,0.0003979438,0.802891,0.000002606625,0.000819525,0.002966523],"study_design_scores_gemma":[0.001470221,0.002231858,0.01014702,0.00007964912,0.00004116929,0.000009404905,0.00007580159,0.00004878586,0.984772,0.00002710392,0.0008422763,0.0002547711],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932438,0.002781502,0.003139795,0.0000316776,0.0001623515,0.0002427443,0.0000201146,0.00006381167,0.0003142768],"genre_scores_gemma":[0.9991058,0.000111183,0.0004694694,0.0000534075,0.0000825108,0.00001695366,0.00004447698,0.00003068336,0.00008551302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1819631,"threshold_uncertainty_score":0.9276208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04126469126822722,"score_gpt":0.302989853039206,"score_spread":0.2617251617709788,"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."}}