{"id":"W3117186227","doi":"10.2196/21708","title":"A Mobile App–Based Intervention Program for Nonprofessional Caregivers to Promote Positive Mental Health: Randomized Controlled Trial","year":2020,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Family Caregiving in Mental Illness","field":"Psychology","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Intervention (counseling); Randomized controlled trial; mHealth; Caregiver burden; Psychology; Medicine; Clinical psychology; Psychological intervention; Nursing; Psychiatry; Dementia","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":[0.002888714,0.001690959,0.004456333,0.00115547,0.00119382,0.001323554,0.001425192,0.003180318,0.01086492],"category_scores_gemma":[0.004650945,0.0009971362,0.003483068,0.0008688917,0.001264762,0.001385203,0.0009061871,0.002633542,0.0008766581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001241255,"about_ca_system_score_gemma":0.002559585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002721223,"about_ca_topic_score_gemma":0.004977594,"domain_scores_codex":[0.9978411,0.0009856122,0.0002755095,0.0003644258,0.0002250579,0.0003083231],"domain_scores_gemma":[0.998021,0.0007707802,0.0004100597,0.0001319915,0.000213149,0.0004529628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.915599,0.04125774,0.0005803951,0.00788577,0.002130357,0.00008862126,0.0001727433,0.0001925044,0.001098977,0.0001538162,0.0008823507,0.02995769],"study_design_scores_gemma":[0.9479051,0.04942213,0.0009634959,0.0002945494,0.0006395841,0.00001078835,0.00004942566,0.0001528749,0.0001317277,0.00006869813,0.0003515813,0.00001007552],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8529989,0.01528018,0.002290185,0.001308616,0.003209657,0.1193437,0.001857425,0.0004316124,0.003279674],"genre_scores_gemma":[0.8171658,0.008869323,0.008416425,0.001954805,0.001478447,0.1580466,0.0006861163,0.000036196,0.003346229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01086492,"threshold_uncertainty_score":0.03634673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03715908642401416,"score_gpt":0.4215802402678057,"score_spread":0.3844211538437915,"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."}}