{"id":"W2048593575","doi":"10.1002/cjce.20504","title":"Modelling of phenol biodegradation by <i>Candida tropicalis</i> immobilised in alginate gel beads","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Odor and Emission Control Technologies","field":"Chemical Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Phenol; Candida tropicalis; Biodegradation; Chromatography; Chemistry; Batch reactor; Laboratory flask; Yeast; Chemical engineering; Organic chemistry; Catalysis; Biochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002013366,0.0001563814,0.0003101006,0.0001856284,0.00002192864,0.00001341809,0.0004493102,0.0001570839,0.00004226313],"category_scores_gemma":[0.0002212621,0.0001196736,0.0001071916,0.0002567338,0.00006997945,0.0001148094,0.00001818486,0.0005235276,0.000001113045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002266359,"about_ca_system_score_gemma":0.00009745556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003175315,"about_ca_topic_score_gemma":0.00003383603,"domain_scores_codex":[0.9988819,0.000009048568,0.0005112546,0.0001041981,0.0001606053,0.0003329933],"domain_scores_gemma":[0.9993016,0.0000832244,0.0001264801,0.0001854725,0.00007741962,0.0002258163],"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":[0.00003914912,0.00002194385,0.000221489,0.00004770414,0.00004793126,0.00001744889,0.0004231255,0.07125701,0.9250545,0.001212529,0.0002336,0.001423563],"study_design_scores_gemma":[0.0005367557,0.00002272645,0.000009889703,0.0001394908,0.000022393,0.00001642328,0.00003784575,0.2475965,0.7509263,0.0003039495,0.0002416501,0.0001461764],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9596231,0.00116238,0.03824728,0.0003310901,0.0001447627,0.00009615849,0.00001662983,0.00004294999,0.0003356325],"genre_scores_gemma":[0.9983383,0.000007925719,0.001548674,0.00001938847,0.00004172558,0.000003573307,0.00000237111,0.00002351776,0.00001445935],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1763395,"threshold_uncertainty_score":0.4880148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01971914118471258,"score_gpt":0.1822017539057464,"score_spread":0.1624826127210339,"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."}}