{"id":"W2766799232","doi":"10.1186/s13643-017-0611-7","title":"Authors’ response to comments from Nachman KE et al.","year":2017,"lang":"en","type":"letter","venue":"Systematic Reviews","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Saskatchewan","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":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.05868959,0.0007226663,0.003816118,0.0004192259,0.0016197,0.0001573613,0.002419088,0.0007435582,0.001850116],"category_scores_gemma":[0.05129604,0.0004966136,0.000351421,0.0003033754,0.00006894219,0.000257168,0.0005657163,0.00324172,0.04839681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009362223,"about_ca_system_score_gemma":0.001247027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001320277,"about_ca_topic_score_gemma":0.0001945212,"domain_scores_codex":[0.9247245,0.06473392,0.006400059,0.001045446,0.00164542,0.001450715],"domain_scores_gemma":[0.9709836,0.0167087,0.006715367,0.004663301,0.0003411528,0.0005878306],"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":[0.0000111012,0.00000449461,0.00006555179,0.07062991,0.0000278786,0.00003114006,0.007910773,1.867069e-8,0.0000102912,0.00001007394,0.9212462,0.00005251104],"study_design_scores_gemma":[0.0003611271,0.0000488273,0.000221826,0.06778579,0.00006912796,0.00000392631,0.0002571477,0.000003482242,3.512057e-7,0.00007525906,0.930792,0.0003811542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001648353,0.0004217245,0.0006195892,0.9547667,0.004617565,0.0349636,0.0007103299,0.0001011661,0.00363448],"genre_scores_gemma":[0.00003893365,0.0002062423,0.002062522,0.9388468,0.001384485,0.01507718,0.0001864064,0.000102931,0.0420945],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04802522,"threshold_uncertainty_score":0.9997485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7503528388668067,"score_gpt":0.7075328218411739,"score_spread":0.04282001702563276,"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."}}