{"id":"W6931608490","doi":"10.5281/zenodo.6217772","title":"Sarcophaga (Heteronychia) gallica Whitmore, Richet, Pape & Blackith, 2009, sp. nov.","year":2009,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Holotype; Paratype; Dorsum; Cultivar","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004645147,0.0002152558,0.0001599719,0.0001165505,0.0009752939,0.0003962342,0.0009877025,0.0001382455,0.003018275],"category_scores_gemma":[0.0004660415,0.000223151,0.00008503977,0.0003068883,0.0001294365,0.00002409949,0.0006325109,0.0003174472,0.003648119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004320512,"about_ca_system_score_gemma":0.000006127338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000376644,"about_ca_topic_score_gemma":2.757405e-7,"domain_scores_codex":[0.9982681,0.0001954146,0.0003234773,0.0004163584,0.0003330788,0.0004635528],"domain_scores_gemma":[0.9986145,0.000006692468,0.0001485199,0.0006973424,0.0003262289,0.0002066898],"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":[0.0002577682,0.0003961383,0.00007401612,0.00009093698,0.0001091995,0.00001672384,0.0006861475,0.0005509906,0.1584461,0.001767454,0.683346,0.1542585],"study_design_scores_gemma":[0.0006003854,0.0007241051,0.002977843,0.00001689311,0.00001374127,0.0001303456,0.00005394837,0.0006004265,0.004579612,0.00008272488,0.9899376,0.0002823987],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2606697,0.0007574946,0.01739073,0.00342957,0.0003250226,0.001258885,0.0003531853,0.001227302,0.7145881],"genre_scores_gemma":[0.9886948,0.0002600863,0.002669914,0.001424267,0.0004176176,5.639708e-8,0.003253865,0.0008559857,0.002423356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7280252,"threshold_uncertainty_score":0.9978931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01397789168954048,"score_gpt":0.2430645280134427,"score_spread":0.2290866363239022,"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."}}