{"id":"W2024954593","doi":"10.1021/bp0602956","title":"Morphological Characterization and Viability Assessment of Trichoderma reesei by Image Analysis","year":2007,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Trichoderma reesei; Fermentation; Microorganism; Biology; Bioreactor; Mycelium; Cellulose; Microbiology; Cellulase; Food science; Botany; Bacteria; Biochemistry","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":[0.0008117534,0.0001119225,0.0002616192,0.0003823666,0.00003373798,0.00001447023,0.0002351421,0.0004647599,0.00004492152],"category_scores_gemma":[0.0001583743,0.00009898573,0.00004637545,0.001162456,0.0007107219,0.00004995045,0.0001478073,0.0003233412,0.000001990664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005437006,"about_ca_system_score_gemma":0.000008949693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003129257,"about_ca_topic_score_gemma":0.000001133553,"domain_scores_codex":[0.9988533,0.00003796216,0.0003125102,0.000253508,0.0002270593,0.0003156139],"domain_scores_gemma":[0.9994044,0.00009745047,0.00005645929,0.0003115675,0.00005503888,0.00007510911],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00000961501,0.0001100279,0.1078358,0.00008435626,0.0001820367,0.00002133509,0.00001229913,0.000002146255,0.7730661,0.000252315,0.00006046059,0.1183635],"study_design_scores_gemma":[0.0003298539,0.0001341209,0.670503,0.00001044134,0.00008482042,0.00001084709,0.0000213421,0.03169497,0.2940957,0.00006810731,0.002851257,0.0001955456],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8312946,0.0001404005,0.1673986,0.0005342274,0.00003134176,0.0001820672,0.00002026317,0.0002985555,0.0000999057],"genre_scores_gemma":[0.9858736,0.0001119609,0.0139,0.000007345076,0.00001045123,0.00001631724,0.00005214456,0.00001036893,0.00001775927],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5626672,"threshold_uncertainty_score":0.4036521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009428844096421767,"score_gpt":0.3050354936895027,"score_spread":0.2956066495930809,"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."}}