{"id":"W7079508686","doi":"10.5281/zenodo.17027084","title":"Eupeodes latifasciatus","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Distribution (mathematics); Period (music); Taxonomy (biology); Type (biology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009164192,0.0006152599,0.0001924856,0.001158382,0.0007622688,0.0002585565,0.0002848898,0.0002684191,0.00966127],"category_scores_gemma":[0.0002381263,0.0001124964,0.0001260695,0.0004043625,0.0002495826,0.0005220643,0.0005493113,0.0002542996,0.002215736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003836237,"about_ca_system_score_gemma":0.0001706789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00688399,"about_ca_topic_score_gemma":0.01613618,"domain_scores_codex":[0.9999307,0.000006766858,0.000005861525,0.00002246935,0.00001864353,0.00001556104],"domain_scores_gemma":[0.9998715,0.00002472446,0.00003790425,0.000008657404,0.00003932265,0.00001793067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009128018,0.0001620999,0.08297734,0.00126016,0.00008436041,0.004404902,0.001522926,0.001542222,0.155544,0.004166524,0.02288042,0.7245423],"study_design_scores_gemma":[0.0001037811,0.0003259803,0.5567214,0.0004407093,0.0001057087,0.008268554,0.001237446,0.001088957,0.01421486,0.00147407,0.4159794,0.00003912133],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7072774,0.01037265,0.0060502,0.0007979301,0.000281458,0.0002129867,0.005356641,0.0007292935,0.2689214],"genre_scores_gemma":[0.9590351,0.001582099,0.002516324,0.0004886026,0.00006214096,0.00009127102,0.001883704,0.00002969926,0.03431107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00966127,"threshold_uncertainty_score":0.03232014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02988390572182904,"score_gpt":0.2333709864477745,"score_spread":0.2034870807259455,"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."}}