{"id":"W2029996686","doi":"10.1016/s0140-6736(14)60563-8","title":"Research: increasing value, reducing waste – Authors' reply","year":2014,"lang":"en","type":"article","venue":"The Lancet","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women's College Hospital; University of Toronto","funders":"","keywords":"Allocative efficiency; Reuse; Value (mathematics); Point (geometry); Yield (engineering); Sample (material); Simple (philosophy)","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","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.08131784,0.0001593606,0.0005043374,0.000132738,0.002753272,0.00005849952,0.0008863105,0.0002073206,0.00023754],"category_scores_gemma":[0.02907285,0.0001102044,0.00005050122,0.0005661913,0.00022749,0.0002770894,0.0005110248,0.003560209,0.001532379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002572559,"about_ca_system_score_gemma":0.0004947287,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01325945,"about_ca_topic_score_gemma":0.0003155737,"domain_scores_codex":[0.9603502,0.03622402,0.0007285786,0.0004617012,0.0008275316,0.001407945],"domain_scores_gemma":[0.981829,0.01496498,0.000403502,0.002077333,0.0004302812,0.0002948279],"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":[0.001357743,0.0001194486,0.05822762,0.002041358,0.00009089972,0.0000182008,0.04599521,0.00006806526,0.003477469,0.1957334,0.6612104,0.0316602],"study_design_scores_gemma":[0.001020469,0.0001358182,0.04470118,0.001305799,0.00002482075,0.00001195799,0.0118156,0.001470815,0.0001849872,0.02205584,0.9170081,0.0002646083],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6850126,0.0002438494,0.0001450935,0.2265729,0.001198568,0.0006912237,0.00001104734,0.0002493542,0.08587535],"genre_scores_gemma":[0.9577922,0.0001362716,0.002028471,0.02736652,0.009367841,0.0001035495,0.000008853893,0.00005626784,0.003139981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2727796,"threshold_uncertainty_score":0.999245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7732988860983331,"score_gpt":0.6093881095895104,"score_spread":0.1639107765088227,"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."}}