{"id":"W4416102969","doi":"10.21083/csieci.v16i2.8681","title":"Building Community","year":2025,"lang":"en","type":"article","venue":"Critical Studies in Improvisation / Études critiques en improvisation","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.006842908,0.0002503138,0.0003671374,0.0003708832,0.002488265,0.0002451896,0.000594151,0.0002376206,0.00004007163],"category_scores_gemma":[0.01504749,0.0002801486,0.00009356534,0.0007369575,0.0009511021,0.0007195464,0.000408896,0.00119748,0.000009170283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001565863,"about_ca_system_score_gemma":0.0003134579,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008978893,"about_ca_topic_score_gemma":0.008178473,"domain_scores_codex":[0.9937516,0.004133784,0.0006292458,0.0003251771,0.0004609472,0.0006992444],"domain_scores_gemma":[0.9934906,0.005210838,0.00008221482,0.0004508259,0.0006460029,0.0001194558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003207899,0.0002997264,0.001631642,0.0004481511,0.00005212763,0.000002690984,0.05378472,0.00002892149,0.0007841825,0.8753847,0.0004110232,0.06713999],"study_design_scores_gemma":[0.00156214,0.0004507192,0.01854431,0.001209973,0.0001856004,0.000001779574,0.6654427,0.001211428,0.002672626,0.2233321,0.08437417,0.001012445],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8100125,0.001680912,0.02514547,0.05410088,0.003102319,0.001925323,0.00001578763,0.001432966,0.1025838],"genre_scores_gemma":[0.9909514,0.0005580689,0.005043743,0.002699445,0.0002020772,0.0002568865,0.00001444689,0.00001989701,0.000254003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6520526,"threshold_uncertainty_score":0.9999651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1350364592130958,"score_gpt":0.5069777226526315,"score_spread":0.3719412634395357,"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."}}