{"id":"W7117128237","doi":"10.64753/jcasc.v10i4.3601","title":"Evaluating the Strong Families Programme in Lebanon: A Single-arm Study on Family Functioning and Child Well-being","year":2025,"lang":"","type":"article","venue":"Journal of Cultural Analysis and Social Change","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Psychological resilience; Intervention (counseling); Mental health; Strengths and Difficulties Questionnaire; Baseline (sea); Positive parenting; Family resilience; Ceiling effect","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003865609,0.001037235,0.0008870528,0.0004761143,0.001187753,0.0004353661,0.0005812722,0.0006344136,0.00252375],"category_scores_gemma":[0.001360184,0.0002974618,0.00083107,0.0003261505,0.0005024725,0.0004736852,0.0009963964,0.0007567386,0.000218424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002117627,"about_ca_system_score_gemma":0.004519679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01255486,"about_ca_topic_score_gemma":0.02192533,"domain_scores_codex":[0.9987693,0.0006353163,0.00004939515,0.00007449523,0.000107971,0.0003634379],"domain_scores_gemma":[0.999137,0.0001111328,0.0001376931,0.00004077504,0.0001143634,0.0004590904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.0957291,0.2938118,0.1841839,0.002201969,0.001255905,0.001625106,0.006745907,0.002332821,0.01212349,0.0007482014,0.003455296,0.3957866],"study_design_scores_gemma":[0.0313461,0.5228514,0.4318717,0.0003722364,0.0004726743,0.0001385699,0.005317352,0.0006805594,0.002190981,0.000269842,0.004417261,0.00007144771],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974281,0.0002242514,0.00009820831,0.0001181747,0.00002025308,0.001481393,0.0001513075,0.00000634543,0.0004719982],"genre_scores_gemma":[0.992168,0.0005507658,0.000871505,0.0002130901,0.00004879336,0.004652258,0.0002778602,0.000003619586,0.001213941],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01255486,"threshold_uncertainty_score":0.02496356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1341055872107426,"score_gpt":0.4399804449657193,"score_spread":0.3058748577549767,"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."}}