{"id":"W2988172630","doi":"10.1186/s13568-019-0907-1","title":"Optimization of agro-residues as substrates for Pleurotus pulmonarius production","year":2019,"lang":"en","type":"article","venue":"AMB Express","topic":"Fungal Biology and Applications","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"National Key Research and Development Program of China; Special Fund for Agro-scientific Research in the Public Interest; People's Government of Jilin Province","keywords":"Production (economics); Pleurotus; Chemistry; Biotechnology; Food science; Biology; Mushroom","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0000637026,0.00006138205,0.0001237948,0.0000311438,0.0000319356,0.000003200814,0.00004703313,0.00006882763,0.00007280616],"category_scores_gemma":[0.00007046286,0.00005179264,0.00003692552,0.00006647442,0.00004022649,0.00005270295,0.000009565426,0.00004885592,0.0000305683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007112293,"about_ca_system_score_gemma":0.00002432028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002409513,"about_ca_topic_score_gemma":0.000001540313,"domain_scores_codex":[0.9995334,0.00001179879,0.0001329058,0.000174043,0.00005581797,0.00009210556],"domain_scores_gemma":[0.9995384,0.00005034814,0.00006758036,0.0002029988,0.0001141485,0.0000265759],"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":[0.0003619024,0.000151876,0.017399,0.0001333757,0.00003210928,4.905758e-7,0.0001289327,0.002750229,0.9750697,0.002061964,0.001494076,0.0004163175],"study_design_scores_gemma":[0.00060667,0.0003773712,0.01959039,0.00006248245,0.00005700351,0.00001865179,0.0001531617,0.0008543907,0.9745542,0.0004748524,0.003154656,0.00009609923],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952693,0.0001822399,0.0006600436,0.0008114935,0.0001271087,0.0008880002,0.00001289641,0.00003917369,0.002009737],"genre_scores_gemma":[0.9934984,0.00003559092,0.003251048,0.00007158335,0.0001013556,0.0001183958,0.0001435853,0.000009234472,0.002770741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002591004,"threshold_uncertainty_score":0.2112043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01417151477443199,"score_gpt":0.2732853535920645,"score_spread":0.2591138388176325,"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."}}