{"id":"W4411328045","doi":"10.3390/pr13061885","title":"Bacillus Species: Evolving Roles in Bio-Based Detergents","year":2025,"lang":"en","type":"article","venue":"Processes","topic":"Enzyme Production and Characterization","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada; Institut national de la recherche scientifique","keywords":"Bacillus (shape); Computational biology; Microbiology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005053344,0.00007137743,0.00005935436,0.00006769149,0.00003521795,0.00002359696,0.00008538911,0.00005354908,0.00004600573],"category_scores_gemma":[0.0002404238,0.00007053587,0.00001657823,0.0002262143,0.00002083389,0.000004736235,0.00002812054,0.00003134785,0.000005917277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001023895,"about_ca_system_score_gemma":0.0001060449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002126784,"about_ca_topic_score_gemma":0.00005939639,"domain_scores_codex":[0.9995206,0.00001352921,0.0001134871,0.0002014815,0.00004958665,0.0001013015],"domain_scores_gemma":[0.9997328,0.000004161658,0.00003094065,0.0001147052,0.0001009659,0.00001641784],"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":[0.00004966273,0.0001027908,0.07389658,0.0004788329,0.00001265169,7.815713e-7,0.00004260534,0.0001008809,0.9212544,0.0000167773,0.001288453,0.00275561],"study_design_scores_gemma":[0.0002661387,0.000024547,0.01215203,0.00005027452,0.000004273531,4.594173e-7,0.00005594472,0.00008445883,0.9025364,0.00003676484,0.08469526,0.00009345892],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869702,0.003468116,0.005667476,0.0007116972,0.0002272574,0.0001244969,0.000007328672,0.00002670497,0.002796706],"genre_scores_gemma":[0.9973552,0.0003614158,0.0001885191,0.0003297314,0.00007389667,0.00002040457,0.00007942697,0.000006164198,0.001585249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08340681,"threshold_uncertainty_score":0.2876369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008482643276397526,"score_gpt":0.2427623807364077,"score_spread":0.2342797374600102,"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."}}