{"id":"W1996063569","doi":"10.1177/1757975912470062","title":"Beyond ‘vulnerable groups’: contexts and dynamics of vulnerability","year":2013,"lang":"en","type":"article","venue":"Global Health Promotion","topic":"Health disparities and outcomes","field":"Social Sciences","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Vulnerability (computing); Psychological resilience; Poverty; Psychological intervention; Public health; Conceptual framework; Sociology; Psychology; Social psychology; Medicine; Economic growth; Economics; Computer science; Social science; Computer security","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001749844,0.00008678411,0.0002437145,0.00002022432,0.0007093538,0.00003859634,0.0000944675,0.0001090132,0.0002273754],"category_scores_gemma":[0.0002268341,0.00008244501,0.00003326238,0.0001553887,0.0002114341,0.0003003118,0.00003149715,0.0001346625,0.00001915107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006427278,"about_ca_system_score_gemma":0.0004252825,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08204386,"about_ca_topic_score_gemma":0.0357958,"domain_scores_codex":[0.9980273,0.0006183971,0.0003846674,0.0001998235,0.000268993,0.0005008739],"domain_scores_gemma":[0.9991311,0.00009535818,0.0001657496,0.0001328494,0.0001370323,0.0003378885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000009451679,0.0002292776,0.1952145,0.0007371187,0.000006900056,3.2447e-7,0.002786427,0.000002483429,6.270268e-7,0.5272154,0.004061097,0.2697364],"study_design_scores_gemma":[0.0005282873,0.000333225,0.7711418,0.0001081944,0.000004163343,0.000001931418,0.004400854,0.0006852922,0.000002736475,0.219387,0.003246023,0.000160479],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9261385,0.0006310944,0.0006935774,0.05783084,0.0006343127,0.001212484,0.00006382574,0.00006816031,0.01272728],"genre_scores_gemma":[0.9975151,0.0003069639,0.0004351501,0.001351593,0.00009389351,0.00003397933,0.00001725468,0.000003875677,0.0002421652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5759273,"threshold_uncertainty_score":0.9817984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02187835891482928,"score_gpt":0.3707273670900127,"score_spread":0.3488490081751834,"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."}}