{"id":"W4387398702","doi":"10.2139/ssrn.4594754","title":"Using Vulnerability Framework to Diversify Understanding on Household Agency: Experiences from Canada and Finland","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Roads University","funders":"","keywords":"Vulnerability (computing); Agency (philosophy); Business; Regional science; Economic geography; Geography; Sociology; Social science; Computer science; Computer security","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004849778,0.0005671624,0.0009093492,0.002276858,0.05398609,0.01395694,0.00307071,0.003163751,0.005909405],"category_scores_gemma":[0.008307175,0.0004581816,0.0005004322,0.00624464,0.01902914,0.005687064,0.01310987,0.004551105,0.0002609596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1033237,"about_ca_system_score_gemma":0.1430511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9832493,"about_ca_topic_score_gemma":0.9902999,"domain_scores_codex":[0.9933494,0.001980027,0.0001499641,0.0004687133,0.0008680699,0.003183896],"domain_scores_gemma":[0.9944575,0.002210735,0.0003865329,0.000244065,0.001234119,0.001467054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002516933,0.00001907937,0.007358577,0.00003813217,0.000006875625,0.0008940527,0.9708776,0.0001199134,0.000100709,0.0137209,0.001497503,0.005341443],"study_design_scores_gemma":[0.000001833198,0.000004652701,0.003068618,0.00005870192,0.00000366043,0.00006873286,0.984877,0.00005171808,0.00004114674,0.0006971442,0.01111515,0.00001171898],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9473662,0.001627622,0.0008757255,0.007981759,0.00006983534,0.00007423455,0.0001775576,0.00001106417,0.04181606],"genre_scores_gemma":[0.9914209,0.0006530637,0.0002713933,0.0004344701,0.000005596478,0.00002167502,0.00006553053,0.00001444016,0.007113021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1033237,"threshold_uncertainty_score":0.7496691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2193637393528207,"score_gpt":0.407494867401085,"score_spread":0.1881311280482643,"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."}}