{"id":"W7084155488","doi":"10.19663/j.issn2095-9869.20241018003","title":"Identification and Soluble Expression of Recombinant Proteins of fshβ in Conger myriaster","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yellow Island Aquaculture (Canada)","funders":"","keywords":"Amino acid; Signal peptide; Transmembrane domain; Transmembrane protein; Complementary DNA; Peptide sequence; Glycosylation; Recombinant DNA","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004022367,0.0001854666,0.0006776663,0.0006889196,0.0001145432,0.000514221,0.001879261,0.00009034012,0.004021977],"category_scores_gemma":[0.0007999048,0.0001568601,0.00005615754,0.0006866838,0.0003356822,0.001738565,0.001129333,0.0001688228,0.000006220494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004266529,"about_ca_system_score_gemma":0.0001287255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009138832,"about_ca_topic_score_gemma":0.00003310603,"domain_scores_codex":[0.9969742,0.0005439897,0.001265021,0.0004379003,0.0005178861,0.0002609461],"domain_scores_gemma":[0.9975337,0.0002442534,0.001369646,0.0005013795,0.0002761721,0.00007486461],"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":[0.0001567274,0.0001519705,0.0965113,0.0002931409,0.00000570618,0.000002141086,0.0002795932,0.0002429757,0.9000354,0.000130497,0.001407597,0.0007829822],"study_design_scores_gemma":[0.0003346822,0.000009418318,0.2959982,0.0009341348,0.00001195487,0.000001628723,0.00005605978,0.0002023947,0.6983752,0.003783874,0.0001794352,0.0001129801],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948509,0.001397945,0.0009484446,0.0001360978,0.001259817,0.0006354344,0.00001087747,0.00001368988,0.0007467546],"genre_scores_gemma":[0.9974822,0.0005462319,0.001144924,0.00003443192,0.00001860316,0.00004641945,0.000002038291,0.0000146087,0.0007105161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2016601,"threshold_uncertainty_score":0.9968885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1230912265390881,"score_gpt":0.5170358009407783,"score_spread":0.3939445744016902,"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."}}