{"id":"W3150047460","doi":"10.1332/policypress/9781447352563.003.0014","title":"Rural 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; Rural community; Rural area; Power (physics); Geography; Political science; Environmental planning; Sociology; Psychology; Socioeconomics; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005013954,0.0002508874,0.0003500292,0.00004777268,0.001282973,0.0002342232,0.000927507,0.0004121943,0.0002339236],"category_scores_gemma":[0.0001828648,0.0002608337,0.0002309728,0.00002061315,0.0009801912,0.00008073571,0.0003041755,0.0007632982,0.00003863779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002451836,"about_ca_system_score_gemma":0.0008922106,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4084589,"about_ca_topic_score_gemma":0.06406773,"domain_scores_codex":[0.9980215,0.000237314,0.0002521327,0.0002138086,0.0007505422,0.000524725],"domain_scores_gemma":[0.9986805,0.0001974566,0.0002799672,0.0004705141,0.000127752,0.0002437504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002781071,0.000005805557,0.000007202435,0.00001123862,0.00002372635,0.000006047527,0.01221015,3.585842e-7,0.00000471351,0.9586347,0.0160193,0.01307401],"study_design_scores_gemma":[0.00008617381,0.00001489232,0.0000718608,0.0001019359,0.00002164028,8.78781e-7,0.0007163786,7.606967e-7,0.00001591385,0.05340891,0.9452686,0.0002920618],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002360002,0.0007414222,0.00000479666,0.001147987,0.0004247741,0.0002268865,0.0000821319,0.0001058876,0.9970301],"genre_scores_gemma":[0.0090966,0.0004211363,0.00002936057,0.001199298,0.002407842,0.00001547177,0.000008429346,0.00003175184,0.9867901],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9292493,"threshold_uncertainty_score":0.9999844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09928116915741031,"score_gpt":0.3566488946733896,"score_spread":0.2573677255159793,"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."}}