{"id":"W6964255912","doi":"10.25345/c5w95107c","title":"MassIVE MSV000095759 - Mining Yeast Diversity Unveils Novel Targets for Improved Heterologous Laccase Production in Saccharomyces cerevisiae","year":2024,"lang":"en","type":"dataset","venue":"UC San Diego","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Saccharomyces cerevisiae; Yeast; Heterologous; Laccase; Production (economics); Diversity (politics); Saccharomyces","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009860155,0.001222176,0.00140458,0.001325295,0.0004522119,0.0002744853,0.001189204,0.0008701446,0.0005795631],"category_scores_gemma":[0.001019736,0.001253617,0.0004885908,0.0008473783,0.0002641388,0.0005555379,0.001870679,0.001178858,0.004279227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009323023,"about_ca_system_score_gemma":0.0002491897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007018417,"about_ca_topic_score_gemma":0.005492966,"domain_scores_codex":[0.9944769,0.0001955105,0.000976118,0.002432595,0.0005654369,0.001353422],"domain_scores_gemma":[0.9969488,0.0002040013,0.0008575783,0.001431055,0.0002550916,0.0003034212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007189116,0.0004833844,0.0001669219,0.001520182,0.0004265945,0.0002336149,0.0003536031,0.00004759783,0.002760154,0.000002239223,0.9927446,0.0005422238],"study_design_scores_gemma":[0.002166347,0.0004769684,0.0006112648,0.0007785717,0.0009475893,0.00009964577,0.0004739633,0.000298085,0.0009452085,0.0001238969,0.9914935,0.001584928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01244466,0.001306562,0.00001173259,0.0002299471,0.003226865,0.00317646,0.9792256,0.0003456262,0.00003250894],"genre_scores_gemma":[0.01220123,0.00007564416,0.0008309896,0.0002012499,0.001601437,0.0004537579,0.9840764,0.0002855159,0.0002737724],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.00485077,"threshold_uncertainty_score":0.9989914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02853431019704058,"score_gpt":0.2740483898264147,"score_spread":0.2455140796293741,"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."}}