{"id":"W4252138476","doi":"10.1373/clinchem.2019.302935","title":"Commentary","year":2019,"lang":"en","type":"letter","venue":"Clinical Chemistry","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine","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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0006922642,0.0005511449,0.001065976,0.00001792547,0.00004081166,0.0000533382,0.001276599,0.003786338,0.004804505],"category_scores_gemma":[0.0006492642,0.0005513027,0.0008537182,0.000104168,0.0004573082,0.00004534092,0.0004584149,0.009957497,0.04498922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001826764,"about_ca_system_score_gemma":0.000147064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004733323,"about_ca_topic_score_gemma":1.100878e-7,"domain_scores_codex":[0.9962447,0.0001636232,0.001253337,0.001094125,0.0005880616,0.0006562045],"domain_scores_gemma":[0.9950516,0.002050276,0.0005871842,0.002098349,0.0000881521,0.0001244257],"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":[0.00002021437,0.00008643536,0.005356997,0.0004763808,0.0001821829,0.0004517723,0.000001352569,9.227894e-8,0.0001049867,5.062844e-8,0.993199,0.0001205702],"study_design_scores_gemma":[0.0007661566,0.00002058484,0.00004968347,0.0001582146,0.0001641154,0.00002232253,0.000002278493,0.000006961382,0.0008304487,0.00005036597,0.9972988,0.0006300537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003846116,0.0001698348,5.378283e-7,0.948978,0.001326527,0.0002161312,0.0008694452,0.0003479447,0.04424546],"genre_scores_gemma":[0.0001833251,0.00002039567,0.00008006972,0.9109855,0.03545244,0.00001925281,0.006679326,0.000323701,0.04625601],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04018472,"threshold_uncertainty_score":0.9996939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07559021061823246,"score_gpt":0.3837777752585086,"score_spread":0.3081875646402762,"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."}}