{"id":"W4377232588","doi":"10.1080/01944363.2023.2207619","title":"Complete Community","year":2023,"lang":"en","type":"article","venue":"Journal of the American Planning Association","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Planner; Smart growth; Sociology; Urban planning; Compact city; Rhetorical question; Sustainable development; Public relations; Political science; Computer science; Engineering; Civil engineering; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.003249696,0.00004957366,0.0001642781,0.00006068119,0.0008254363,0.00005568645,0.0004195154,0.00002654755,0.000003108244],"category_scores_gemma":[0.002877226,0.00003791332,0.0001040321,0.0007429435,0.00009853087,0.0001121973,0.00003782142,0.0004716437,0.000024441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003998395,"about_ca_system_score_gemma":0.0001174731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001935967,"about_ca_topic_score_gemma":0.00009661894,"domain_scores_codex":[0.9979935,0.0009435114,0.0002035124,0.00003601507,0.0006193059,0.0002041016],"domain_scores_gemma":[0.9970511,0.0009969496,0.001654822,0.0001020125,0.0001476132,0.00004753878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001604418,0.00001536909,0.7071412,0.000001497664,0.00004752808,0.000004056096,0.01767442,0.0008846099,0.0002395575,0.0001047804,0.2731838,0.0006870914],"study_design_scores_gemma":[0.0001128305,0.00004700316,0.8587896,0.00005355573,0.00001980129,0.000001923746,0.006641411,0.00007313495,0.000009145483,0.000453288,0.1337421,0.00005623351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877271,0.00002666047,0.00002489856,0.00762656,0.0005958757,0.00002996103,0.00001297051,0.00004062013,0.003915354],"genre_scores_gemma":[0.9955308,0.00002434217,0.00007058377,0.0005119945,0.0003304825,4.474078e-7,0.000001325574,0.000005594423,0.003524394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1516483,"threshold_uncertainty_score":0.6348672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05199614768823833,"score_gpt":0.3378139501813567,"score_spread":0.2858178024931184,"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."}}