{"id":"W4247068780","doi":"10.1121/1.2739111.5","title":"10.1121/1.2739111.5","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":"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":[0.0008236174,0.001956501,0.001691446,0.001583525,0.0002651518,0.001750201,0.002382819,0.001624249,0.00940212],"category_scores_gemma":[0.001307762,0.001947806,0.001022741,0.001884705,0.0005311333,0.001692491,0.001002207,0.001839626,0.5232968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008444355,"about_ca_system_score_gemma":0.0002762906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003792629,"about_ca_topic_score_gemma":0.0005809041,"domain_scores_codex":[0.9914438,0.0001133745,0.001564302,0.002088002,0.002478442,0.002312125],"domain_scores_gemma":[0.9940045,0.0006190611,0.0009566322,0.003241578,0.0003368382,0.0008413141],"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":[0.0004093301,0.0007086263,0.00001228354,0.0002152919,0.0003506971,0.001294216,0.00001595929,0.000002857285,0.00001428246,0.00001786297,0.9922157,0.004742904],"study_design_scores_gemma":[0.001191689,0.0005526805,0.0001099063,0.0002424136,0.0002446077,0.0003668425,0.00003813394,0.000005851983,0.00002857447,0.0001306765,0.994872,0.002216662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0001178225,0.0005896419,0.00001477419,0.000009403476,0.0009816077,0.0009646282,0.9381446,0.0009928546,0.05818465],"genre_scores_gemma":[0.0004418805,0.00002811689,0.0000465871,0.0003018804,0.001628832,0.0001103329,0.9836575,0.0006095195,0.01317535],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5138947,"threshold_uncertainty_score":0.9996719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01400812241881741,"score_gpt":0.2723379791240053,"score_spread":0.2583298567051878,"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."}}