{"id":"W2902659609","doi":"10.1007/s00268-018-4868-3","title":"Developing Metrics to Define Progress in Children’s Surgery","year":2018,"lang":"en","type":"review","venue":"World Journal of Surgery","topic":"Global Health and Surgery","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Montreal Children's Hospital","funders":"","keywords":"Pediatric surgery; Medicine; Vascular surgery; Specialty; Cardiothoracic surgery; Cardiac surgery; Quality (philosophy); Surgery; Family 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"],"consensus_categories":[],"category_scores_codex":[0.007280647,0.0006616709,0.006574588,0.009861065,0.00008330808,0.00005476719,0.0002543412,0.0003474935,0.00009220466],"category_scores_gemma":[0.002635191,0.0005078509,0.002032376,0.007033324,0.00009670346,0.0001532894,0.0001094961,0.001190227,0.0001378339],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001107975,"about_ca_system_score_gemma":0.00690887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001746458,"about_ca_topic_score_gemma":0.00001952287,"domain_scores_codex":[0.992582,0.0004102015,0.004264541,0.0004536346,0.001059331,0.001230262],"domain_scores_gemma":[0.9921361,0.003535883,0.002157593,0.0004568074,0.000652263,0.001061378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009440319,0.0001251471,0.2147897,0.008132934,0.0002131728,0.0008674935,0.000006878013,4.439774e-8,3.01232e-9,0.00002122953,0.0668606,0.7088884],"study_design_scores_gemma":[0.0001460737,0.00003291773,0.02649983,0.07736854,0.0004171348,0.00359948,0.000003591452,1.193038e-7,4.994264e-7,0.00001577753,0.8914946,0.0004214777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002238611,0.993305,0.00002234251,0.0008000276,0.002828398,0.0006319773,0.0000183569,0.00002884771,0.0001264248],"genre_scores_gemma":[0.0004402534,0.9947672,0.001377322,0.001155935,0.001883734,0.0000313188,0.00005878344,0.0001075829,0.0001778221],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.824634,"threshold_uncertainty_score":0.9997373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1220315414499332,"score_gpt":0.3836732637524707,"score_spread":0.2616417223025375,"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."}}