{"id":"W4281686514","doi":"10.1136/bmjinnov-2021-000914","title":"Emulating value-chains of fast-moving consumer goods to improve uptake of co-packaged ORS and zinc for childhood diarrhoea: evaluation of the ColaLife trial","year":2022,"lang":"en","type":"article","venue":"BMJ Innovations","topic":"Child Nutrition and Water Access","field":"Nursing","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Johnson and Johnson; Grand Challenges Canada; Department for International Development, UK Government","keywords":"Medicine; Observational study; Zinc; Intervention (counseling); Randomized controlled trial; Environmental health; Internal medicine; Nursing","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007196479,0.00108564,0.001487562,0.000379823,0.0004281472,0.0009908368,0.001158132,0.001666781,0.003023203],"category_scores_gemma":[0.00688557,0.0004398937,0.002083858,0.000443138,0.001169206,0.001102815,0.001056595,0.001912963,0.0003184874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001561502,"about_ca_system_score_gemma":0.001884411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005775661,"about_ca_topic_score_gemma":0.006333083,"domain_scores_codex":[0.9955219,0.003430645,0.0001665258,0.0002410989,0.0001522972,0.0004875957],"domain_scores_gemma":[0.996139,0.001679782,0.0009114607,0.0003403698,0.0001818122,0.0007475211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.8163205,0.06921591,0.01227983,0.001815095,0.003619965,0.0001753497,0.00112561,0.005247988,0.003592934,0.0007797247,0.0005808738,0.08524626],"study_design_scores_gemma":[0.5391501,0.4279866,0.02152188,0.0002024651,0.002361831,0.00005030614,0.0003654362,0.005471612,0.001065083,0.0006383244,0.001145032,0.00004128692],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964387,0.0005396311,0.0003261673,0.0003921155,0.00007007986,0.00157235,0.0001025729,0.00001457604,0.0005438238],"genre_scores_gemma":[0.9969841,0.0003338791,0.0008415659,0.000132696,0.0000478244,0.001238392,0.00008304483,0.000002848527,0.0003356664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007196479,"threshold_uncertainty_score":0.03805906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04747289598107853,"score_gpt":0.3622270047900036,"score_spread":0.3147541088089251,"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."}}