{"id":"W4410919488","doi":"10.1145/3706370.3727896","title":"Livras: An App to Help Women at Risk","year":2025,"lang":"en","type":"article","venue":"","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0005365489,0.00138791,0.0003959289,0.0008690328,0.0006715955,0.00102,0.001294789,0.001611017,0.03925899],"category_scores_gemma":[0.002910748,0.0003021582,0.0006044965,0.0002092842,0.0003354889,0.001576218,0.00318102,0.0008715304,0.01210576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001810239,"about_ca_system_score_gemma":0.0004253831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007203567,"about_ca_topic_score_gemma":0.002232727,"domain_scores_codex":[0.9995865,0.0001685262,0.00003000232,0.0000456636,0.0001023531,0.00006688771],"domain_scores_gemma":[0.9990109,0.0005814854,0.00005110331,0.00005433661,0.0001465283,0.0001556474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009680635,0.0008214457,0.005733038,0.003432946,0.00006430726,0.00292251,0.006349997,0.0003265821,0.0063498,0.001523963,0.4392978,0.5322096],"study_design_scores_gemma":[0.0003912209,0.001751272,0.01650263,0.002870929,0.0002639785,0.009159494,0.007231453,0.00341867,0.004893417,0.005061355,0.948077,0.0003785552],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2175407,0.02142032,0.1597483,0.01593153,0.007114518,0.00794988,0.01673755,0.1771507,0.3764064],"genre_scores_gemma":[0.4588776,0.01076972,0.1817025,0.01303378,0.001573122,0.006652883,0.01147348,0.004559535,0.3113573],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03925899,"threshold_uncertainty_score":0.1313344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297839146591972,"score_gpt":0.256887365765836,"score_spread":0.2439089742999163,"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."}}