{"id":"W6950069432","doi":"10.5281/zenodo.7019677","title":"Empria improba","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Limits and Structures in Graph Theory","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Homonym (biology); Type (biology); Taxon; Nomenclature; Taxonomy (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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000913537,0.0001127124,0.0001262767,0.0001626099,0.005990182,0.0002275592,0.001069569,0.00003188675,0.03821711],"category_scores_gemma":[0.0005316487,0.0001135599,0.00006836397,0.0003940222,0.0001084661,0.00009709401,0.002792443,0.0003573988,0.0006068162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001291377,"about_ca_system_score_gemma":0.000002188355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003914168,"about_ca_topic_score_gemma":6.012628e-8,"domain_scores_codex":[0.9983591,0.000434695,0.0002103336,0.0002945986,0.0004050814,0.0002962089],"domain_scores_gemma":[0.9990742,0.00004612998,0.0000953375,0.0005093254,0.0001734458,0.000101566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007361579,0.000128753,0.000002775901,0.00005047004,0.00005559797,0.00001794952,0.003366008,0.00002534929,0.001781393,0.6287717,0.3207171,0.04500936],"study_design_scores_gemma":[0.0003236158,0.000162083,0.00008772292,0.000003627656,0.0000122905,0.0001501546,0.0005297032,0.00008766507,0.0001678852,0.1128826,0.8854517,0.0001409213],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3329113,0.0001736063,0.004800324,0.001231345,0.0008861613,0.00119479,0.0006318969,0.002990565,0.65518],"genre_scores_gemma":[0.9948646,0.00001177611,0.0009144553,0.0002332063,0.0001456539,7.800399e-8,0.0003166477,0.001357297,0.002156243],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6619533,"threshold_uncertainty_score":0.9953039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05019908940476582,"score_gpt":0.2719347334007297,"score_spread":0.2217356439959638,"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."}}