{"id":"W4200182387","doi":"10.2174/2211550111666211216111054","title":"Modelling Cell Growth and Polyhydroxyalkanoate (PHA) Polymer Synthesisby <i>Pseudomonas Putida</i> LS46 under Oxygen-Limiting Conditions","year":2021,"lang":"en","type":"article","venue":"Current Biotechnology","topic":"biodegradable polymer synthesis and properties","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Polyhydroxyalkanoates; Pseudomonas putida; Oxygen; Bacterial growth; Chemistry; Pseudomonas; Biological system; Biochemical engineering; Bacteria; Biochemistry; Biology; Organic chemistry; Enzyme","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":[0.0002038724,0.0008573789,0.0004186584,0.0002923969,0.000333638,0.0006995695,0.0005898693,0.001308194,0.0007027605],"category_scores_gemma":[0.0004421243,0.0002483939,0.0007898764,0.0003616051,0.0002807399,0.00038452,0.0002959614,0.0004643741,0.0001767276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001493518,"about_ca_system_score_gemma":0.001059992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03818234,"about_ca_topic_score_gemma":0.01549522,"domain_scores_codex":[0.9999031,0.00001790465,0.000006987077,0.00002940334,0.00002210069,0.00002051582],"domain_scores_gemma":[0.9997481,0.0001550491,0.00003372417,0.000009570191,0.00004330983,0.00001034117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000385513,0.00004187427,0.001948973,0.00007881223,0.00001157512,0.00005369194,0.00002486689,0.9868749,0.009116399,0.0002662611,0.00003475388,0.001509419],"study_design_scores_gemma":[0.000006572509,0.00005904303,0.0007563034,0.000005028248,0.000009388227,0.00001462792,0.00002302305,0.9935223,0.005301924,0.000103544,0.0001907347,0.000007544329],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666131,0.000447496,0.02795956,0.0001156231,0.00001450453,0.00006136425,0.0005356367,0.00009005717,0.004162687],"genre_scores_gemma":[0.9903656,0.0003331147,0.007926884,0.00001202867,0.000002556409,0.00008804847,0.0002498682,0.00001016534,0.001011683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03818234,"threshold_uncertainty_score":0.07592022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02945445435659274,"score_gpt":0.2328192021418996,"score_spread":0.2033647477853068,"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."}}