{"id":"W2079368525","doi":"10.1177/08854120022092980","title":"Case Studies of Planners at Work","year":2000,"lang":"en","type":"article","venue":"Journal of Planning Literature","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Work (physics); Management science; Transportation planning; Empirical research; Sociology; Engineering ethics; Engineering; Epistemology; Transport 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":[0.0006613826,0.0001042471,0.0002831744,0.00007993003,0.0002135076,0.00005374813,0.0001733958,0.0001157825,0.0000778531],"category_scores_gemma":[0.0002835077,0.00007998409,0.0001106813,0.0003780774,0.0001415139,0.0002307092,0.00001285712,0.0003336361,0.000005613563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007938641,"about_ca_system_score_gemma":0.00006083202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001695988,"about_ca_topic_score_gemma":0.000007896857,"domain_scores_codex":[0.9988282,0.000128839,0.0003479015,0.00009325786,0.0003917013,0.0002101202],"domain_scores_gemma":[0.9989026,0.0002894978,0.0004128881,0.00008946025,0.000201073,0.000104464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006438746,0.00005983047,0.05355595,0.00005950562,0.0002684629,0.02493358,0.332285,0.001338711,0.0001057395,0.0002440277,0.5837786,0.002726613],"study_design_scores_gemma":[0.0009417778,0.0003308828,0.004395283,0.003752415,0.0001151889,0.00687176,0.01074686,0.000005519633,0.0001191742,0.0003397525,0.9720405,0.0003409421],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9654908,0.02620405,0.000001483806,0.0004566217,0.0004564907,0.00003414317,0.00002381537,0.00001187058,0.007320744],"genre_scores_gemma":[0.9755611,0.000396334,0.0005926227,0.0001537818,0.0006983507,4.28815e-7,0.000001922789,0.000007703542,0.02258769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3882618,"threshold_uncertainty_score":0.3261656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03898398003653444,"score_gpt":0.3376534204667669,"score_spread":0.2986694404302325,"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."}}