{"id":"W2767722405","doi":"10.1177/0739456x17739352","title":"Commentary on the Absence of Experiments in Planning","year":2017,"lang":"en","type":"article","venue":"Journal of Planning Education and Research","topic":"Urban Planning and Valuation","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Context (archaeology); Field (mathematics); Management science; Sociology; Engineering ethics; Political science; Public relations; Computer science; Engineering; History; Archaeology","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":[0.002145139,0.00004028903,0.00007108016,0.00009816283,0.0002935112,0.00005524358,0.0002563491,0.00002528235,0.00007979629],"category_scores_gemma":[0.000315704,0.00002595889,0.00001439162,0.00005915475,0.000164011,0.0001436405,0.00006436094,0.0002851206,0.000005905769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006338728,"about_ca_system_score_gemma":0.00003775511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001903653,"about_ca_topic_score_gemma":0.000001598628,"domain_scores_codex":[0.9990839,0.0001443059,0.0001730535,0.0000695604,0.000421114,0.0001081051],"domain_scores_gemma":[0.999341,0.0002441421,0.0001975459,0.000143975,0.00002766432,0.00004569625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005435985,0.0001571774,0.8740143,0.000005191066,0.000005621323,0.000004479726,0.009884593,0.0004801672,0.003838219,0.0000354064,0.1086354,0.002885066],"study_design_scores_gemma":[0.0002078231,0.0001603726,0.9875002,0.0003776052,0.000001533352,0.000009873726,0.00386709,0.0004422732,0.001806265,0.0003401819,0.005247723,0.00003907831],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906273,0.0001777562,0.000007431926,0.004337674,0.0001641307,0.00006050404,4.226615e-7,8.148613e-7,0.004623908],"genre_scores_gemma":[0.9992503,0.00001412858,0.0001679056,0.0002135971,0.00007475926,0.000002476442,6.342984e-7,0.000002847246,0.0002733615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1134859,"threshold_uncertainty_score":0.225748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2111091908986035,"score_gpt":0.48113847567963,"score_spread":0.2700292847810264,"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."}}