{"id":"W3153884400","doi":"10.2196/25668","title":"Baby Buddy App for Breastfeeding and Behavior Change: Retrospective Study of the App Using the Behavior Change Wheel","year":2021,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Breastfeeding Practices and Influences","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Faculty of Medicine and Health, University of Sydney; University of Sydney; UNICEF","keywords":"Breastfeeding; Disadvantaged; Intervention (counseling); Behavior change; Nursing; Medicine; Breast feeding; Psychological intervention; Psychology; Developmental psychology; Pediatrics; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007913153,0.0002253294,0.0004943878,0.00007886822,0.0007343766,0.00005343076,0.0001186344,0.0001240822,0.00001906216],"category_scores_gemma":[0.00007378428,0.000138814,0.00007189796,0.0003879426,0.0001605712,0.0002698313,0.0001355178,0.0004395701,3.486782e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001083161,"about_ca_system_score_gemma":0.0002531264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002382102,"about_ca_topic_score_gemma":0.0004241415,"domain_scores_codex":[0.998046,0.0001287568,0.0004565849,0.0004704093,0.0004001434,0.0004981246],"domain_scores_gemma":[0.9984858,0.00009969608,0.0004629733,0.0003647114,0.000293008,0.0002937973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003594956,0.001645511,0.8320724,0.001491449,0.00004791874,0.00001351184,0.01581128,1.040224e-7,0.0004474344,0.0002500842,0.0001710126,0.1476898],"study_design_scores_gemma":[0.001928702,0.001109271,0.9867398,0.0002129329,0.0009122115,0.0003832492,0.00748706,0.0001547012,0.00003990608,0.00001455378,0.0008917386,0.0001258799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806802,0.002574932,0.000003967275,0.009970022,0.000447368,0.006179488,0.00006212837,0.0000334123,0.00004853709],"genre_scores_gemma":[0.9929613,0.0004887701,0.0002288164,0.002086017,0.0007709801,0.00336303,0.000006539016,0.00003194597,0.00006260424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1546674,"threshold_uncertainty_score":0.566067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1468524015072722,"score_gpt":0.4221644627668115,"score_spread":0.2753120612595393,"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."}}