{"id":"W4244923545","doi":"10.1121/1.2719045.1","title":"10.1121/1.2719045.1","year":2007,"lang":"en","type":"dataset","venue":"Default Digital Object Group","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; 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":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0008053211,0.001952534,0.001682476,0.001578244,0.0002649378,0.001742058,0.002368916,0.001656128,0.009573424],"category_scores_gemma":[0.001291326,0.001943332,0.001020349,0.001881673,0.0005316029,0.001688444,0.0009980347,0.001837039,0.5106119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008492282,"about_ca_system_score_gemma":0.0002708537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004016289,"about_ca_topic_score_gemma":0.000616328,"domain_scores_codex":[0.9914784,0.0001097736,0.001557788,0.002083296,0.002472476,0.002298207],"domain_scores_gemma":[0.9940107,0.000622031,0.0009529178,0.003228911,0.0003357849,0.000849687],"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":[0.0004046534,0.0006986001,0.00001162752,0.0002132524,0.0003500973,0.001220563,0.00001529073,0.000002690104,0.00001464539,0.0000209008,0.9919504,0.005097316],"study_design_scores_gemma":[0.001190496,0.0005499206,0.0001010393,0.0002370955,0.0002444386,0.0003426977,0.00003936825,0.000005917798,0.0000296129,0.0001357546,0.9949138,0.002209845],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001045795,0.0005894969,0.0000154324,0.00000924443,0.0009587328,0.0009615904,0.9351292,0.0009884983,0.06124322],"genre_scores_gemma":[0.0004084073,0.00002805577,0.00004962852,0.0002950757,0.001612108,0.0001086405,0.9839934,0.0006086038,0.01289609],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5010385,"threshold_uncertainty_score":0.9996399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01398128576144621,"score_gpt":0.2722595510994116,"score_spread":0.2582782653379654,"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."}}