{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003632445,0.000328351,0.0002724357,0.0007829354,0.0001949324,0.0004533579,0.0003244631,0.0002528447,0.0007694733],"category_scores_gemma":[0.0004690704,0.0002042623,0.0002595074,0.0004747972,0.0002209739,0.0003053742,0.0002392619,0.000508829,0.0004144605],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001840241,"about_ca_system_score_gemma":0.000142368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008096714,"about_ca_topic_score_gemma":0.001085946,"domain_scores_codex":[0.9998115,0.00002607611,0.000021834,0.0000359041,0.00008509364,0.00001971891],"domain_scores_gemma":[0.9995826,0.0001277142,0.00007889225,0.00004511082,0.0001375832,0.00002809695],"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":[0.00001618012,0.000006636801,0.000110894,0.00001676479,0.000001437719,0.00002025268,0.00002415348,0.00003207801,0.9971523,0.00003009991,0.000008634732,0.002580558],"study_design_scores_gemma":[0.000003182312,0.00005348149,0.007622929,0.000004292748,0.000009949557,0.0002510128,0.00003407982,0.002196505,0.9890578,0.00004897218,0.0007080161,0.000009816785],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8501551,0.001183275,0.1435791,0.0001092695,0.00003042866,0.000142322,0.0007256703,0.0005446632,0.003530167],"genre_scores_gemma":[0.8006871,0.001663642,0.1915706,0.00005658843,0.00001895947,0.0002912933,0.001329001,0.0002083332,0.004174507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008096714,"threshold_uncertainty_score":0.002574146,"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."}}