{"id":"W4400015021","doi":"10.14236/ewic/eva2024.44","title":"Your Data Body","year":2024,"lang":"en","type":"article","venue":"Electronic workshops in computing","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0113716,0.0001449505,0.0002277692,0.0003460283,0.0001183171,0.000991185,0.002816733,0.00006082246,0.0002636098],"category_scores_gemma":[0.002002642,0.0001208918,0.00005200557,0.001848963,0.00004675885,0.000601128,0.00206518,0.0005952113,0.0006557914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001452345,"about_ca_system_score_gemma":0.0001893297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005153448,"about_ca_topic_score_gemma":0.000270861,"domain_scores_codex":[0.9964545,0.0002661028,0.0006710824,0.00101166,0.0008883056,0.0007083021],"domain_scores_gemma":[0.9957631,0.002401734,0.00007505315,0.001674965,0.00003038193,0.00005474032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008752475,0.00005154543,0.0005604459,0.0000161487,0.00003468287,0.00006744968,0.0004916172,0.001611879,0.00001626263,0.1277591,0.0999071,0.769475],"study_design_scores_gemma":[0.0001234776,0.00002144276,0.001243279,0.0001080124,0.000008674524,0.00001021196,0.0005552538,0.3828642,0.00001058087,0.04923331,0.5656434,0.0001781149],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1368776,0.0204074,0.7694907,0.01883275,0.005357238,0.0008250867,0.00006008512,0.0009322286,0.04721701],"genre_scores_gemma":[0.9960067,0.00005916033,0.0008363052,0.0004166299,0.0003545686,0.000001916183,0.0000604324,0.00001495518,0.002249362],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8591291,"threshold_uncertainty_score":0.9558019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2266594355439676,"score_gpt":0.4733566933482829,"score_spread":0.2466972578043153,"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."}}