{"id":"W4213185603","doi":"10.2196/28686","title":"Smart Speakers: The Next Frontier in mHealth","year":2022,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute on Drug Abuse; National Institutes of Health; National Science Foundation","keywords":"Computer science; mHealth; Modalities; Identification (biology); Human–computer interaction; Computer security; Internet privacy; Health care; Data 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.011278,0.0005202251,0.0007551289,0.001589739,0.001508751,0.00698819,0.001824937,0.005628746,0.01841923],"category_scores_gemma":[0.01957848,0.0003192289,0.0008403303,0.001367744,0.004000586,0.01384069,0.005698638,0.006187429,0.005451316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00188867,"about_ca_system_score_gemma":0.004011781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002066117,"about_ca_topic_score_gemma":0.002457391,"domain_scores_codex":[0.994571,0.002289669,0.000312937,0.0003804995,0.002007162,0.000438711],"domain_scores_gemma":[0.9852774,0.009795705,0.0008044002,0.0007386578,0.001655751,0.00172807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002425599,0.0001121343,0.001727798,0.001973027,0.00004268114,0.0003215613,0.002383466,0.0002523105,0.002216872,0.07906515,0.1305879,0.7810746],"study_design_scores_gemma":[0.0000530278,0.0003511615,0.002450966,0.003841402,0.00004151995,0.001090963,0.003039821,0.0009888797,0.00142902,0.100986,0.8856231,0.0001040042],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.006688023,0.2897325,0.04687246,0.5689808,0.01265508,0.0002617793,0.0005291027,0.001592669,0.07268766],"genre_scores_gemma":[0.1616705,0.4577021,0.1434081,0.1601561,0.03652113,0.0006709244,0.0007788881,0.0005313065,0.03856094],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01841923,"threshold_uncertainty_score":0.06161851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1136065059693899,"score_gpt":0.4524134290367461,"score_spread":0.3388069230673562,"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."}}