{"id":"W4407930115","doi":"10.5220/0013372100003911","title":"AI-Driven Early Mental Health Screening: Analyzing Selfies of Pregnant Women","year":2025,"lang":"en","type":"article","venue":"","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Mental health; Computer science; Medicine; Psychology; Psychiatry","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":[0.001068594,0.0002241572,0.0002570378,0.001040509,0.0005732627,0.0008807284,0.0005776935,0.0005814708,0.0009400137],"category_scores_gemma":[0.006709651,0.0002663191,0.000517394,0.001373413,0.0002340927,0.0005753617,0.0009723267,0.000629887,0.0002175145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005250911,"about_ca_system_score_gemma":0.0007646796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02780888,"about_ca_topic_score_gemma":0.03983959,"domain_scores_codex":[0.9991291,0.0003404454,0.0001007812,0.0001062821,0.0001240352,0.0001994006],"domain_scores_gemma":[0.9979353,0.000691443,0.0007541331,0.0001915406,0.0002236297,0.0002039966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003702163,0.00003592696,0.9978392,0.000005688099,0.0000196976,0.00003647512,0.0001884432,0.00001622555,0.00006417293,0.00002106827,0.00006733435,0.001668891],"study_design_scores_gemma":[0.000001919273,0.00003717144,0.9986072,0.000009639124,0.00001972583,0.00007755694,0.0007024805,0.000280395,0.00005809306,0.00003143467,0.0001724609,0.000001880461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998738,0.0001342555,0.0001034211,0.00007403015,0.000005935827,0.00001745106,0.0004158994,0.00000193963,0.0005091001],"genre_scores_gemma":[0.998889,0.000111754,0.0001744341,0.0000696419,0.000007590182,0.00002547921,0.0004143901,0.000002598257,0.0003050324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02780888,"threshold_uncertainty_score":0.05529404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01568177984731058,"score_gpt":0.3195261020065476,"score_spread":0.3038443221592371,"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."}}