{"id":"W3141706099","doi":"10.1332/policypress/9781447352563.003.0004","title":"Urban community vignette","year":2021,"lang":"en","type":"book-chapter","venue":"Policy Press eBooks","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vignette; Empowerment; Quality of life (healthcare); Social work; Gerontology; Psychology; Nursing; Public relations; Medicine; Political science; Social psychology","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":[0.0003992559,0.0003214997,0.0002576117,0.0007750693,0.008891258,0.002082552,0.001070568,0.002655532,0.157249],"category_scores_gemma":[0.001486172,0.0001862817,0.0002517478,0.001798372,0.0007849453,0.001206909,0.003144946,0.002328329,0.0171742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004062981,"about_ca_system_score_gemma":0.002579176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02501698,"about_ca_topic_score_gemma":0.08760171,"domain_scores_codex":[0.9994779,0.0002233839,0.00001148313,0.00003874762,0.00007463103,0.000173978],"domain_scores_gemma":[0.999615,0.00008539833,0.00001492432,0.0000114632,0.00008378828,0.0001895102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000543138,0.0001928308,0.0005147036,0.0001475385,0.000002321057,0.008985004,0.01142338,0.000337126,0.0002012763,0.05282804,0.8952153,0.0300981],"study_design_scores_gemma":[0.000007460199,0.00002120625,0.00041161,0.00007485937,0.000001294214,0.001347902,0.01376589,0.00008028129,0.00005205707,0.00235656,0.9818718,0.000008881148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02025335,0.00185692,0.001291189,0.03550446,0.002205526,0.0002880538,0.0008019218,0.00015619,0.9376423],"genre_scores_gemma":[0.1482193,0.003230372,0.002209302,0.0245191,0.0005264866,0.0005149124,0.001483247,0.0001497278,0.8191475],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.157249,"threshold_uncertainty_score":0.5260504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1132459122497124,"score_gpt":0.3530650377372057,"score_spread":0.2398191254874933,"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."}}