{"id":"W7103211760","doi":"","title":"Review of &lt;i&gt; Communities, Development and Sustainability Across Canada&lt;/i&gt; Edited by John T. Pierce and Ann Dale","year":2001,"lang":"","type":"article","venue":"Insecta mundi","topic":"Community and Sustainable Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Variety (cybernetics); Sustainable development; Work (physics); Quality (philosophy)","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","sts"],"consensus_categories":[],"category_scores_codex":[0.0050797,0.0006586016,0.001187487,0.000108531,0.004261821,0.0002786903,0.001254235,0.0003668799,0.0004205443],"category_scores_gemma":[0.00146751,0.0007359452,0.00009842877,0.001532122,0.002214676,0.0005815977,0.001648308,0.000822545,0.000001802924],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002917827,"about_ca_system_score_gemma":0.008785128,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9144083,"about_ca_topic_score_gemma":0.9877699,"domain_scores_codex":[0.9931991,0.001972211,0.001509638,0.0005563137,0.001122943,0.001639862],"domain_scores_gemma":[0.9947675,0.001361093,0.0005735187,0.001094167,0.001532272,0.0006714679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004590492,0.001789606,0.0974789,0.03885401,0.0007156301,0.0002242185,0.5514435,0.000007880548,0.0000768988,0.002962095,0.1172242,0.188764],"study_design_scores_gemma":[0.0007457734,0.000126548,0.03677531,0.002735153,0.00005897083,0.00002958044,0.02637045,0.00003422307,0.000008486109,0.0002076612,0.9321096,0.0007982244],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8511174,0.1346597,0.00002378216,0.004557212,0.000437035,0.00153338,0.0001386543,0.00004228084,0.007490601],"genre_scores_gemma":[0.8277535,0.1655179,0.00009292128,0.001472201,0.00007261931,0.0000830727,0.0001624201,0.00003636329,0.004809031],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8148854,"threshold_uncertainty_score":0.9995092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01754987555216251,"score_gpt":0.274487404513221,"score_spread":0.2569375289610585,"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."}}