{"id":"W3209164058","doi":"10.3390/children8110972","title":"Assessing Value in Child Health","year":2021,"lang":"en","type":"editorial","venue":"Children","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; University of Toronto","funders":"","keywords":"Value (mathematics); Psychology; Medicine; Statistics; Mathematics","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","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002102798,0.000587626,0.001448888,0.0003584395,0.0013303,0.00008625122,0.0005430717,0.001714951,0.0003308652],"category_scores_gemma":[0.001240037,0.0005728922,0.0002263267,0.0005601118,0.00005934769,0.0002295948,0.0004009925,0.008742356,0.0002871564],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001372581,"about_ca_system_score_gemma":0.008110091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003620398,"about_ca_topic_score_gemma":0.0009571887,"domain_scores_codex":[0.9926926,0.001989666,0.0016077,0.001135287,0.0009774729,0.001597247],"domain_scores_gemma":[0.9964495,0.001037857,0.0009420639,0.000932688,0.000173767,0.0004641115],"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":[0.00001101238,0.0001728551,0.0087959,0.0008043665,0.00002963267,0.00001665037,0.001180205,0.000005688169,2.727631e-7,0.0001622331,0.9863207,0.002500489],"study_design_scores_gemma":[0.002614693,0.00005174591,0.1023745,0.01952509,0.00002632193,0.000004626524,0.0007363332,0.000009341517,7.232017e-7,0.0001277242,0.8738482,0.0006806851],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.004165585,0.008224747,0.00002503027,0.0045888,0.9718996,0.001763221,0.0004134829,0.0002394319,0.008680101],"genre_scores_gemma":[0.003986962,0.003214407,0.0001865821,0.003258495,0.982035,0.00001568107,0.005985912,0.0001815121,0.001135393],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1124725,"threshold_uncertainty_score":0.9999698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03443037701914854,"score_gpt":0.4310884464899984,"score_spread":0.3966580694708499,"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."}}