{"id":"W4249966083","doi":"10.1504/ijsd.2017.083486","title":"Implementing integrated community sustainability planning: a comparative case study of three mid-sized municipalities in Ontario, Canada","year":2017,"lang":"en","type":"article","venue":"International Journal of Sustainable Development","topic":"Community Health and Development","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Sustainability; Environmental planning; Seven Management and Planning Tools; Strengths and weaknesses; Regional planning; Business; Integrated business planning; Politics; Environmental resource management; Process management; Urban planning; Political science; Geography; Economics; Engineering; Operations management; Civil engineering","routes":{"ca_aff":true,"ca_fund":false,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.006490845,0.0002573989,0.000738503,0.0005011497,0.002910947,0.00006788592,0.00147199,0.000089507,0.0002272921],"category_scores_gemma":[0.001361104,0.0002327938,0.00005437946,0.0001380221,0.00009709244,0.0004265013,0.001597529,0.002279052,5.132075e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01228013,"about_ca_system_score_gemma":0.03792207,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9969286,"about_ca_topic_score_gemma":0.9994367,"domain_scores_codex":[0.9944941,0.001237099,0.002393317,0.0001526268,0.0008781835,0.0008446514],"domain_scores_gemma":[0.9901688,0.001152167,0.002272819,0.0005526334,0.005634354,0.0002192286],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007594728,0.0006946044,0.6445419,0.0001832385,0.0002752772,0.005042159,0.3468679,0.0001769176,0.000001222692,0.0002558794,0.0004765647,0.0007248195],"study_design_scores_gemma":[0.003224691,0.0001236715,0.3743938,0.0002170022,0.00001060861,0.00007474592,0.6083871,0.00001360416,0.00001562748,0.0005718469,0.01284115,0.0001262126],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957359,0.00004329615,0.00008298727,0.0005912031,0.0006002266,0.001345763,0.000004971372,0.000007991287,0.001587625],"genre_scores_gemma":[0.9979839,0.000002127869,0.0005304701,0.0001363753,0.00003460618,0.0000965153,0.00001556782,0.00001260107,0.001187795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2701481,"threshold_uncertainty_score":0.9983871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1721620892341345,"score_gpt":0.4628292615787022,"score_spread":0.2906671723445677,"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."}}