{"id":"W4220876135","doi":"10.3390/oxygen2010003","title":"An Inexpensive Incubator for Mammalian Cell Culture Capable of Regulating O2, CO2, and Temperature","year":2022,"lang":"en","type":"article","venue":"Oxygen","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Incubator; Cell biology; Setpoint; Biology; Cell culture; Viability assay; Computer science; Microbiology; Genetics","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":[0.001051237,0.001311181,0.0009137465,0.001235417,0.0007856678,0.0007111246,0.001821143,0.0007810775,0.008468298],"category_scores_gemma":[0.0008510505,0.0005858428,0.0007221182,0.000743095,0.0004425866,0.0006512688,0.001160315,0.001044292,0.00686796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003714495,"about_ca_system_score_gemma":0.0008998883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000733855,"about_ca_topic_score_gemma":0.002192037,"domain_scores_codex":[0.9982684,0.0002035166,0.0002278061,0.0003058131,0.0008988647,0.00009572933],"domain_scores_gemma":[0.9994063,0.0001426573,0.00009710939,0.0001495886,0.0001302739,0.00007409905],"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":[0.0001640383,0.0001165765,0.000735406,0.0005321957,0.00002282046,0.0003776632,0.0001239048,0.0002461591,0.9659589,0.0009781718,0.006578114,0.0241661],"study_design_scores_gemma":[0.00008400145,0.0006124395,0.005984196,0.0001653376,0.0001521932,0.003009078,0.00009070846,0.004531599,0.7561333,0.0004144562,0.228707,0.0001157692],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1394363,0.01260816,0.7733138,0.0009247698,0.002641965,0.004690975,0.00858594,0.01453568,0.04326244],"genre_scores_gemma":[0.1322157,0.008938052,0.8043254,0.0006523108,0.0003891839,0.00876453,0.009667629,0.001194191,0.033853],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008468298,"threshold_uncertainty_score":0.02832931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00898705615756948,"score_gpt":0.2470499261482406,"score_spread":0.2380628699906711,"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."}}