{"id":"W4205922598","doi":"10.3390/pr10020189","title":"Modern Sensor Tools and Techniques for Monitoring, Controlling, and Improving Cell Culture Processes","year":2022,"lang":"en","type":"article","venue":"Processes","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":116,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Polytechnique Montréal; National Research Council Canada","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Context (archaeology); Process (computing); Computer science; Risk analysis (engineering); Key (lock); Monitoring and control; Process control; Process management; Engineering; Systems engineering; Business; Control engineering; Computer security","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00145831,0.001340834,0.0009794735,0.002331944,0.0004542505,0.001770735,0.001037679,0.001576526,0.002155761],"category_scores_gemma":[0.001114293,0.0006988718,0.001056662,0.001981177,0.001246197,0.002118702,0.001113409,0.002441675,0.001840482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007470477,"about_ca_system_score_gemma":0.0006564789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005155074,"about_ca_topic_score_gemma":0.0007508282,"domain_scores_codex":[0.9976967,0.0002584587,0.0001384496,0.0002919045,0.001525493,0.00008897278],"domain_scores_gemma":[0.9992167,0.0003062631,0.0002152774,0.00008730911,0.0001491553,0.0000253432],"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":[0.00006220121,0.00006797828,0.001117654,0.003434267,0.00007022516,0.0002289077,0.0002513224,0.00182922,0.7303252,0.01611091,0.004854525,0.2416476],"study_design_scores_gemma":[0.00001545875,0.0004449478,0.003644811,0.0006725807,0.0001715409,0.002317973,0.0002573039,0.007319241,0.6156009,0.0126398,0.3567558,0.0001596056],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02324856,0.3411647,0.6026345,0.003072653,0.001500993,0.000292777,0.0009939893,0.001688925,0.02540302],"genre_scores_gemma":[0.1278525,0.361027,0.4873238,0.001901507,0.001016453,0.0004433768,0.001054823,0.0001835803,0.01919702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002331944,"threshold_uncertainty_score":0.007712424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01056523328410273,"score_gpt":0.2577078621472831,"score_spread":0.2471426288631804,"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."}}