{"id":"W3048923369","doi":"10.2196/17377","title":"Challenges in Acceptance and Compliance in Digital Health Assessments During Pregnancy: Prospective Cohort Study","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Medicine; mHealth; Socioeconomic status; Psychology; Gerontology; Family medicine; Environmental health; Psychological intervention; Nursing; Population; Psychiatry","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":[0.005551036,0.0002525927,0.0004570403,0.0007094546,0.001002006,0.001422486,0.0006097299,0.0008823752,0.001695489],"category_scores_gemma":[0.01259408,0.0005743018,0.0009593177,0.001129595,0.0004722875,0.001224992,0.00111706,0.00141953,0.0003007711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005470904,"about_ca_system_score_gemma":0.0007915515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006694633,"about_ca_topic_score_gemma":0.006285436,"domain_scores_codex":[0.9966806,0.001165907,0.0004571354,0.0006056852,0.0006544142,0.0004362497],"domain_scores_gemma":[0.9939784,0.001752562,0.002431708,0.000801636,0.0005102612,0.0005255695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008435034,0.0001128299,0.9978067,0.00001900276,0.00005339952,0.00005322858,0.0004727451,0.00001010179,0.00004051359,0.00002080459,0.00008016606,0.001246128],"study_design_scores_gemma":[0.00001108856,0.0003784029,0.9978561,0.00004311679,0.00004625306,0.0002251329,0.0009851604,0.0001400316,0.0000327202,0.00003073453,0.0002418606,0.000009393816],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986651,0.0003079765,0.0001556578,0.00008692768,0.000008022703,0.00007879292,0.0003033316,0.000002612277,0.0003916576],"genre_scores_gemma":[0.9992125,0.0001562373,0.0001440468,0.00006036325,0.000006456418,0.00008843265,0.0001881929,0.000002703795,0.0001410586],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006694633,"threshold_uncertainty_score":0.02935708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1234811065295792,"score_gpt":0.4236647631693426,"score_spread":0.3001836566397634,"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."}}