{"id":"W4409907707","doi":"10.21983/p3.0110.1.08","title":"The Community You Have, The Community You Need","year":2015,"lang":"en","type":"book-chapter","venue":"Punctum Books","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Sociology; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0159661,0.0005744955,0.000527166,0.00008547266,0.02146695,0.0006820522,0.005107678,0.0005153568,0.0003806826],"category_scores_gemma":[0.0007090854,0.0003580049,0.0003545974,0.00007002765,0.001909362,0.0001150049,0.001856259,0.009928551,0.0004195587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004543631,"about_ca_system_score_gemma":0.0005312964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07400474,"about_ca_topic_score_gemma":0.1007328,"domain_scores_codex":[0.9898308,0.007438943,0.0005298827,0.0002002681,0.001279369,0.0007207476],"domain_scores_gemma":[0.9915679,0.003646779,0.0004962616,0.00344888,0.0005500008,0.0002902541],"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":[0.0001325871,0.0002275419,0.0002074135,0.00008533466,0.0006551609,0.000008656285,0.259087,0.00004001904,0.000003805465,0.5374403,0.130956,0.07115623],"study_design_scores_gemma":[0.0002330716,0.00009089092,0.0001321605,0.000104037,0.0001349396,0.000001755147,0.09169634,0.000011745,0.00000188181,0.05216539,0.8550588,0.0003690262],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001254595,0.001386795,0.00001552711,0.006042934,0.000893413,0.0007275868,0.00002972445,0.0003370656,0.9893124],"genre_scores_gemma":[0.08149076,0.0004978505,0.0000289001,0.001921071,0.0005288007,0.00006299349,0.0001065242,0.0001037385,0.9152594],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7241028,"threshold_uncertainty_score":0.9998872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1384074646621604,"score_gpt":0.3169015718890127,"score_spread":0.1784941072268523,"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."}}