{"id":"W2012166647","doi":"10.1139/w01-016","title":"Quantification of autolysis in<i>Penicillium chrysogenum</i>by semiautomated image analysis","year":2001,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Fungal Biology and Applications","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Biotechnology and Biological Sciences Research Council","keywords":"Autolysis (biology); Mycelium; Penicillium chrysogenum; Biomass (ecology); Fermentation; Biology; Hypha; Fragmentation (computing); Food science; Botany; Biochemistry; Enzyme; Agronomy; Ecology","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":[0.0003112651,0.00009415176,0.0004639705,0.0006873739,0.00004173486,0.000003936501,0.0001502631,0.0001975206,0.0004034844],"category_scores_gemma":[0.0001010515,0.00008234328,0.0001772998,0.0009593547,0.000214418,0.00003450816,0.000005271431,0.0002116804,0.00002237027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001129105,"about_ca_system_score_gemma":0.0005103928,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001885834,"about_ca_topic_score_gemma":0.01094481,"domain_scores_codex":[0.9989741,0.00008194428,0.0005545041,0.0001385156,0.00002489451,0.0002259756],"domain_scores_gemma":[0.9989883,0.00006308962,0.0003065872,0.0002007391,0.0002403481,0.000200985],"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":[0.0000395149,0.00003617342,0.09422275,0.000007863809,0.000325276,0.0000458533,0.00006722188,0.00002604507,0.8998613,0.00004248758,0.005019069,0.0003064167],"study_design_scores_gemma":[0.0031038,0.0007301078,0.3971598,0.0001378343,0.003046809,0.003624971,0.0004772236,0.0003673607,0.4497385,0.000140389,0.1409966,0.0004765301],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945018,0.001388948,0.0004401154,0.003027629,0.00006945967,0.00009556158,0.0001296292,0.000005015289,0.0003418799],"genre_scores_gemma":[0.9986035,0.0001351062,0.0004262307,0.000332157,0.00002792182,0.000002267161,0.0002341146,0.000006588054,0.000232148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4501228,"threshold_uncertainty_score":0.610746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009631090775446088,"score_gpt":0.2497428646888976,"score_spread":0.2401117739134515,"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."}}