{"id":"W4213436360","doi":"10.7861/clinmed.let.21.4.2","title":"Response","year":2021,"lang":"en","type":"letter","venue":"Clinical Medicine","topic":"Traumatic Brain Injury and Neurovascular Disturbances","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Computed tomography; Nuclear medicine; Medical physics; Radiology","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002577669,0.0004057716,0.001920587,0.0001362411,0.00006295065,0.00001161986,0.0002626782,0.001404972,0.003182232],"category_scores_gemma":[0.01354888,0.000280728,0.0007076428,0.000299661,0.0009893472,0.00002705368,0.00007614807,0.004571442,0.0003009714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003882111,"about_ca_system_score_gemma":0.0003765837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004636272,"about_ca_topic_score_gemma":5.571713e-7,"domain_scores_codex":[0.9950777,0.001253243,0.001458156,0.0009180797,0.0008707126,0.0004221416],"domain_scores_gemma":[0.9918571,0.005842186,0.0003164496,0.001513791,0.0002128505,0.0002576828],"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":[0.0007301873,0.00009433403,0.0004654155,0.0004070724,0.0003502648,0.00942132,0.00003911708,9.810441e-9,0.00003141144,0.000009194428,0.9805301,0.007921532],"study_design_scores_gemma":[0.002839267,0.00175218,0.01526954,0.002267556,0.000861542,0.0006602959,0.00003207025,0.000002369316,0.00002889781,0.0001322891,0.9759142,0.0002398295],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004819321,0.004110695,0.00004168872,0.9778016,0.004033738,0.0004216943,0.00001265613,0.0001492623,0.008609357],"genre_scores_gemma":[0.0009156475,0.0007469941,0.0003358638,0.9469895,0.02066796,0.00003030931,0.000413722,0.00008030309,0.02981965],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03081204,"threshold_uncertainty_score":0.9999645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1355500196051748,"score_gpt":0.407353013795257,"score_spread":0.2718029941900821,"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."}}