{"id":"W7108748659","doi":"10.5376/cmb.2025.15.0007","title":"Development and Market Prospect Analysis of Cordyceps Polysaccharides in the Pharmaceutical and Health Product Industries","year":2025,"lang":"","type":"article","venue":"Computational Molecular Biology","topic":"Fungal Biology and Applications","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cordyceps; Product (mathematics); Industrialisation; Human health; Market analysis; New product development; Pharmaceutical industry; Sustainable development","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":[0.0008940341,0.0001669369,0.0004921894,0.0004320599,0.0001430375,0.00001104229,0.0001183031,0.0001091082,0.00003022134],"category_scores_gemma":[0.0001642139,0.0001269895,0.00004206743,0.001378407,0.0006909649,0.00001359758,0.0001096597,0.0003066598,7.353561e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004900685,"about_ca_system_score_gemma":0.0006450443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003750402,"about_ca_topic_score_gemma":0.00002451154,"domain_scores_codex":[0.9983732,0.0003109976,0.0005535554,0.0004477956,0.00008676018,0.0002276721],"domain_scores_gemma":[0.9991431,0.0003977636,0.0001467162,0.0001506848,0.0001031452,0.00005862547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002924518,0.0004925617,0.6277499,0.0002674582,0.002708061,0.00001128828,0.001200881,0.0002119657,0.004960199,0.303932,0.0004040614,0.05776926],"study_design_scores_gemma":[0.0009134142,0.0001590501,0.9790817,0.00009214,0.0006371804,0.00001897449,0.0003671254,0.004485289,0.001673397,0.01076494,0.001668814,0.0001379106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9377686,0.02055208,0.0127207,0.02747305,0.00008322689,0.001026012,0.00005487787,0.000009351931,0.0003120452],"genre_scores_gemma":[0.9935724,0.0002035184,0.003088519,0.002836526,0.00001545198,0.00006267241,0.0001812392,0.000003775794,0.00003594654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3513319,"threshold_uncertainty_score":0.517848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03638502075150794,"score_gpt":0.3886257520438027,"score_spread":0.3522407312922947,"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."}}