{"id":"W4415879716","doi":"10.2196/65599","title":"The Effectiveness of an Artificial Intelligence–Based Gamified Intervention for Improving Maternal Health Outcomes Among Refugees and Underserved Women in Lebanon: Community Interventional Trial","year":2025,"lang":"en","type":"article","venue":"JMIR mhealth and uhealth","topic":"Mobile Health and mHealth Applications","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"mHealth; Psychological intervention; Disadvantaged; Intervention (counseling); Maternal health; Socioeconomic status; Health care; Focus group; Refugee","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":[0.003369442,0.001409446,0.00165924,0.0006862503,0.001140297,0.001026387,0.0009590124,0.002053975,0.004895779],"category_scores_gemma":[0.004283146,0.0004725172,0.001800879,0.0003921141,0.001085413,0.001006802,0.0013916,0.001940047,0.0003317593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001281637,"about_ca_system_score_gemma":0.002397621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002442276,"about_ca_topic_score_gemma":0.002985979,"domain_scores_codex":[0.9982346,0.001115224,0.0001043859,0.0002095709,0.00008861791,0.0002475187],"domain_scores_gemma":[0.9986564,0.0004800876,0.000244652,0.00008595009,0.0001057674,0.0004272283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.6675684,0.2031663,0.009497004,0.004813554,0.003310958,0.0002309066,0.0009304264,0.001508952,0.00137206,0.001001488,0.002021564,0.1045784],"study_design_scores_gemma":[0.6547871,0.3218308,0.01455028,0.001026799,0.001907552,0.00004151788,0.0005379586,0.002012292,0.0006344065,0.0009259616,0.001698317,0.00004701583],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825578,0.001711108,0.0004606668,0.0009415585,0.0003259631,0.01160716,0.0003754348,0.00007279596,0.001947474],"genre_scores_gemma":[0.9746506,0.0009056173,0.002153293,0.0008367503,0.0001818284,0.02016656,0.000222282,0.000004930691,0.0008781412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004895779,"threshold_uncertainty_score":0.01781946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1035572303293645,"score_gpt":0.4924149940794376,"score_spread":0.3888577637500731,"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."}}