{"id":"W7135351317","doi":"","title":"Nagy_etal","year":2011,"lang":"","type":"report","venue":"Scholarly Commons (University of Pennsylvania)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referent; Heritage language; Ethnic group; Ambiguity; Variation (astronomy); Construct (python library); Identity (music); Comparability","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":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.006682128,0.002756553,0.005115806,0.004986533,0.003282297,0.0008825291,0.01063477,0.004293315,0.03032228],"category_scores_gemma":[0.001182008,0.004303851,0.003847836,0.004419298,0.004901413,0.01361469,0.006861956,0.01044604,0.04033358],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003039146,"about_ca_system_score_gemma":0.008345364,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01810454,"about_ca_topic_score_gemma":0.02010723,"domain_scores_codex":[0.9833202,0.002418085,0.002008903,0.003683898,0.005695628,0.002873283],"domain_scores_gemma":[0.9760153,0.0005577185,0.00647948,0.006935203,0.007782544,0.002229747],"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":[0.01202991,0.02207916,0.1820094,0.008754355,0.03441458,0.02919977,0.04966353,0.00005893902,0.04364899,0.02500312,0.4782856,0.1148527],"study_design_scores_gemma":[0.005566615,0.001706781,0.1027984,0.002274015,0.007345051,0.001079778,0.009706236,0.00008200888,0.0002098819,0.001239696,0.8631885,0.004802964],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2018652,0.007293419,0.0009598855,0.0003519587,0.004380191,0.004427801,0.007671376,0.0008959834,0.7721542],"genre_scores_gemma":[0.8414888,0.004998727,0.008921615,0.00003875366,0.0005701332,0.000003971829,0.001618563,0.001156561,0.1412029],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6396236,"threshold_uncertainty_score":0.9985167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08278885925126944,"score_gpt":0.2425809042926037,"score_spread":0.1597920450413343,"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."}}