{"id":"W2135943738","doi":"10.1093/cdj/bst001","title":"When words arrive: a qualitative study of poetry as a community development tool","year":2013,"lang":"en","type":"article","venue":"Community Development Journal","topic":"Community and Sustainable Development","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Community Based Research Centre","funders":"McGill University","keywords":"Poetry; The arts; Community development; Context (archaeology); Sociology; Creative writing; Qualitative research; Action (physics); Creativity; Visual arts; Psychology; Social science; Social psychology; Art; Literature; Political science; History; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01781416,0.0004827159,0.0007717851,0.0006617346,0.01414884,0.0005648002,0.00317648,0.0002375463,0.002037751],"category_scores_gemma":[0.002091946,0.0004827756,0.0001308766,0.0009184707,0.0005853393,0.001037636,0.001731615,0.004637729,0.0002055478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001737145,"about_ca_system_score_gemma":0.004979138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02403712,"about_ca_topic_score_gemma":0.01987954,"domain_scores_codex":[0.9765868,0.01882532,0.001694291,0.0001861067,0.001678632,0.0010288],"domain_scores_gemma":[0.9936749,0.002212387,0.0008016028,0.001028916,0.001737056,0.000545183],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008218378,0.003530615,0.00434396,0.0000641565,0.0003938318,0.00001404965,0.9437291,0.000005392566,0.00002363964,0.000491633,0.00195541,0.04536603],"study_design_scores_gemma":[0.001400974,0.0002967018,0.06329004,0.0002079888,0.00002342281,0.0000199418,0.8893305,0.000001601403,0.0001353481,0.00747485,0.03724921,0.0005694347],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9757462,0.0000916173,0.0004856866,0.0007773788,0.0003008673,0.001238083,0.000001508575,0.0001086461,0.02125004],"genre_scores_gemma":[0.9845126,0.00004703061,0.01062826,0.0003695182,0.00004840842,0.0001671533,0.00002310856,0.00003769966,0.004166281],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05894608,"threshold_uncertainty_score":0.9997624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.070284600364986,"score_gpt":0.3754584035440081,"score_spread":0.305173803179022,"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."}}