{"id":"W2109015055","doi":"10.1177/0739456x11420441","title":"Fifty Theses on Urban Planning and Urban Planners","year":2011,"lang":"en","type":"article","venue":"Journal of Planning Education and Research","topic":"Urban Planning and Landscape Design","field":"Environmental Science","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Urban planning; Land-use planning; Meaning (existential); Sociology; Transportation planning; Environmental design and planning; Regional planning; Field (mathematics); Environmental planning; Management science; Geography; Land use; Engineering; Psychology; Transport engineering; Civil engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001389749,0.0001032532,0.0001406276,0.0002459785,0.0002548889,0.00007433171,0.0001708192,0.0000735556,0.0001970838],"category_scores_gemma":[0.0002056743,0.00007394936,0.00002560186,0.0001758836,0.0001748654,0.0001751795,0.00004993265,0.0005067615,0.00002495389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004786745,"about_ca_system_score_gemma":0.00006722951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004948682,"about_ca_topic_score_gemma":4.972551e-7,"domain_scores_codex":[0.9987262,0.0001795333,0.0002168692,0.0001724549,0.0004457252,0.0002591979],"domain_scores_gemma":[0.9991862,0.0003028635,0.0001259808,0.0001095145,0.00003815976,0.0002372576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001619411,0.0001367605,0.5360125,0.00001047434,0.00001641809,0.00003199407,0.03353306,0.00002160204,0.0003284668,0.00007591349,0.4277526,0.001918365],"study_design_scores_gemma":[0.0004730533,0.001105882,0.8316393,0.0004594395,0.00001963201,0.0003233861,0.01095323,0.000220139,0.0006504765,0.0003019178,0.1536273,0.0002262436],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608445,0.001285303,0.00002388051,0.0002212638,0.0002246374,0.00007625222,0.000001845752,0.00001020734,0.03731217],"genre_scores_gemma":[0.9966418,0.00003175587,0.0004881513,0.0001326338,0.0001984705,0.000002870697,0.000002229187,0.00001086087,0.002491215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2956268,"threshold_uncertainty_score":0.3015567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1242402706953127,"score_gpt":0.364686412056931,"score_spread":0.2404461413616183,"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."}}