{"id":"W3199717542","doi":"10.2196/30169","title":"A Chatbot to Engage Parents of Preterm and Term Infants on Parental Stress, Parental Sleep, and Infant Feeding: Usability and Feasibility Study","year":2021,"lang":"en","type":"article","venue":"JMIR Pediatrics and Parenting","topic":"Infant Development and Preterm Care","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Danone Nutricia Research; Danone","keywords":"Chatbot; Worry; Usability; Anxiety; Psychology; Distress; Medicine; Developmental psychology; Pediatrics; Clinical psychology; Psychiatry; World Wide Web; Computer science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006450997,0.000333477,0.0005815122,0.000157257,0.0002458068,0.0001404916,0.00006970801,0.0001351275,0.00001941883],"category_scores_gemma":[0.0003617772,0.0003022205,0.00005595708,0.0002412198,0.000117009,0.0001508374,0.0004712886,0.0003387857,2.824038e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000323534,"about_ca_system_score_gemma":0.00006967749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004074721,"about_ca_topic_score_gemma":0.00006142812,"domain_scores_codex":[0.9976759,0.0001622094,0.000598358,0.0007784366,0.0004193867,0.0003656939],"domain_scores_gemma":[0.9987063,0.0003047537,0.0002042437,0.0002955153,0.000134379,0.0003548497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002898652,0.0002333571,0.9832082,0.0007949771,0.00005419082,0.00005870216,0.01051809,2.106455e-7,0.0003100031,0.000007992345,0.00001933696,0.004505065],"study_design_scores_gemma":[0.002228572,0.0005829846,0.9924238,0.0002319561,0.0001678554,0.0000583282,0.003449543,0.00008035221,0.0003490851,0.00001872424,0.00007186917,0.0003369319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971619,0.0005857904,9.958975e-7,0.0000382592,0.0001678886,0.001304321,0.0003247258,0.00003111338,0.0003850385],"genre_scores_gemma":[0.999091,0.0002816084,0.0002079301,0.00004952495,0.0001178536,0.00006458785,0.0001525544,0.00002222004,0.00001275329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009215584,"threshold_uncertainty_score":0.999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02973289040160315,"score_gpt":0.3086379166504924,"score_spread":0.2789050262488893,"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."}}