{"id":"W2972704928","doi":"10.1016/j.athoracsur.2019.07.064","title":"If You Do Not Measure It, You Cannot Improve It","year":2019,"lang":"en","type":"letter","venue":"The Annals of Thoracic Surgery","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Measure (data warehouse); Data mining","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006635959,0.0008139624,0.00122769,0.001079906,0.008214178,0.007047957,0.001676538,0.07123573,0.0122925],"category_scores_gemma":[0.05115739,0.0007194061,0.001354424,0.0009898329,0.006407878,0.006831256,0.003214359,0.06270362,0.007858837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005959018,"about_ca_system_score_gemma":0.01182473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01251299,"about_ca_topic_score_gemma":0.02434536,"domain_scores_codex":[0.9906409,0.002701132,0.001103544,0.0007713334,0.003501647,0.00128141],"domain_scores_gemma":[0.975712,0.01073245,0.001741674,0.0007401156,0.00470381,0.006369856],"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":[0.00003539064,0.00005958401,0.001379703,0.00005144189,0.00001913374,0.001066942,0.000184298,0.00004831113,0.0001450265,0.005113719,0.9845514,0.007345165],"study_design_scores_gemma":[0.0001214831,0.00008206424,0.001869645,0.0005795641,0.00003698897,0.00191929,0.001364457,0.0004238407,0.0001865458,0.01844032,0.9748913,0.00008442009],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001114925,0.0002866584,0.0000257471,0.9916878,0.006041162,0.000003354532,0.00001195938,0.000005978936,0.001825802],"genre_scores_gemma":[0.001786751,0.0005094438,0.0001348552,0.9762461,0.01625288,0.00001232044,0.000009647061,0.00001028087,0.005037879],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07123573,"threshold_uncertainty_score":0.0432359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3242205738021627,"score_gpt":0.4728539904688863,"score_spread":0.1486334166667235,"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."}}