{"id":"W4365443193","doi":"10.2196/40671","title":"Sensa Mobile App for Managing Stress, Anxiety, and Depression Symptoms: Pilot Cohort Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Anxiety; DASS; Depression (economics); Psychological intervention; Cohort; Medicine; Logistic regression; Popularity; Affect (linguistics); Psychology; Clinical psychology; Psychiatry; Internal medicine","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":[0.00195729,0.0007982156,0.0008107963,0.000681249,0.001302255,0.0008403238,0.0004452643,0.0006172745,0.003866059],"category_scores_gemma":[0.002933108,0.0005635776,0.000920105,0.0004152667,0.0004458699,0.0007927876,0.0007196811,0.00109077,0.001098734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003984341,"about_ca_system_score_gemma":0.001084046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004915326,"about_ca_topic_score_gemma":0.006659512,"domain_scores_codex":[0.9993795,0.0001773923,0.00005191163,0.0001049887,0.0001330434,0.0001530275],"domain_scores_gemma":[0.9985903,0.000276373,0.0002223508,0.0001544312,0.0003759098,0.0003806039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01843995,0.07575475,0.8201961,0.001208281,0.0008607265,0.002833127,0.01105085,0.0001418102,0.004815633,0.0001808737,0.00524532,0.05927263],"study_design_scores_gemma":[0.00286167,0.1106528,0.8703703,0.0001808069,0.0008050372,0.001535022,0.007411545,0.0007487495,0.0008342192,0.0001325467,0.004380064,0.00008727465],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978001,0.000138311,0.0001317042,0.00004434264,0.00001802946,0.001214587,0.0003454276,0.00000861205,0.0002989145],"genre_scores_gemma":[0.9930646,0.0004567064,0.0008398577,0.0002626429,0.00004700026,0.00290065,0.0005209582,0.00001188263,0.001895737],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004915326,"threshold_uncertainty_score":0.01293319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07988459475809263,"score_gpt":0.4960808487680006,"score_spread":0.416196254009908,"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."}}