{"id":"W4387914753","doi":"10.2196/50371","title":"Digital Support Systems to Improve Child Health and Development in Peru: Protocol for a Randomized Controlled Trial","year":2023,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digital health; Protocol (science); Randomized controlled trial; Child development; Low and middle income countries; Early childhood; Psychology; Developmental psychology; Nursing; Medicine; Gerontology; Economic growth; Developing country; Alternative medicine; Health care","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03372762,0.006343828,0.01347974,0.003337359,0.004197197,0.005165854,0.003820409,0.0067042,0.09014226],"category_scores_gemma":[0.02973875,0.003269742,0.006675416,0.004536939,0.003610374,0.003846189,0.002386134,0.008902182,0.01045973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006926078,"about_ca_system_score_gemma":0.01982688,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004605146,"about_ca_topic_score_gemma":0.00794184,"domain_scores_codex":[0.9784717,0.01241215,0.002748083,0.001768841,0.002271068,0.002328208],"domain_scores_gemma":[0.9864471,0.003641899,0.002796015,0.001718081,0.003797961,0.001598946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.8323757,0.02623204,0.001221791,0.04411272,0.003999537,0.00033679,0.0008273228,0.002566854,0.00164706,0.006445483,0.02393391,0.05630074],"study_design_scores_gemma":[0.9427001,0.01990796,0.001569651,0.005409414,0.00110172,0.00003786939,0.0002758936,0.001929706,0.0006009738,0.002366954,0.02400871,0.00009094347],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0007801352,0.0001520307,0.0005475226,0.00008337583,0.0001568014,0.9973122,0.0005838592,0.00004529924,0.0003388263],"genre_scores_gemma":[0.0007377877,0.00006644866,0.0008548385,0.00005493452,0.00001785292,0.9980561,0.0000556105,0.000002365585,0.0001541484],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.09014226,"threshold_uncertainty_score":0.3015559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2414259800381373,"score_gpt":0.6250749581140674,"score_spread":0.3836489780759301,"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."}}