{"id":"W2994288293","doi":"10.1016/j.orcp.2019.11.004","title":"A proposed standardized approach to studying attrition in pediatric weight management","year":2019,"lang":"en","type":"article","venue":"Obesity Research & Clinical Practice","topic":"Obesity, Physical Activity, Diet","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stollery Children's Hospital; University of Alberta; Alberta Health Services; University of Toronto","funders":"Alberta Health Services","keywords":"Attrition; Psychological intervention; Operationalization; Weight management; Medicine; Intervention (counseling); Conceptualization; Sample size determination; Computer science; Weight loss; Nursing; Statistics; Obesity","routes":{"ca_aff":true,"ca_fund":true,"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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01661957,0.0002661765,0.00089394,0.000541317,0.0001910362,0.0001376086,0.0004585813,0.000246655,0.0001242958],"category_scores_gemma":[0.008594379,0.0002387222,0.0002396122,0.002141523,0.0001374337,0.0007480155,0.0009658369,0.00279076,0.00262668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005195619,"about_ca_system_score_gemma":0.0002861877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001536686,"about_ca_topic_score_gemma":0.00001312828,"domain_scores_codex":[0.9909004,0.002986884,0.0009007427,0.001254523,0.002978782,0.0009786547],"domain_scores_gemma":[0.9921762,0.004990437,0.0001825521,0.001073435,0.0008988436,0.0006784723],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004676467,0.1025701,0.871963,0.001518163,0.000250552,0.0004907148,0.0002096008,0.0000100988,0.0001321831,0.003533577,0.009912006,0.004733554],"study_design_scores_gemma":[0.007953611,0.002460182,0.9672742,0.0001441299,0.0002458182,0.00001776751,0.0009065276,0.0005086871,0.00009228661,0.0009661913,0.01909781,0.0003327518],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8458441,0.00009021487,0.0001677632,0.003782526,0.0001621306,0.005126863,0.000006695477,0.00009274359,0.1447269],"genre_scores_gemma":[0.9854488,0.0005635646,0.0102501,0.0004823385,0.0007023087,0.0001104977,0.00001967263,0.00005029762,0.002372386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1423545,"threshold_uncertainty_score":0.9997566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1425458111340188,"score_gpt":0.4669881355908585,"score_spread":0.3244423244568397,"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."}}