{"id":"W4286380204","doi":"","title":"Regulation and planning practices, institutions, agency","year":2022,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Agency (philosophy); Business; Process management; Environmental planning; Political science; Public administration; Geography; Sociology; Social science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.006852251,0.0001826688,0.00020611,0.0001215447,0.001655988,0.0004434058,0.0006955994,0.0002088487,0.0002990253],"category_scores_gemma":[0.007034403,0.0002221563,0.00007579249,0.0003239787,0.0003367617,0.0002747083,0.0008169523,0.000713015,0.00001175388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000215387,"about_ca_system_score_gemma":0.0008378894,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01355254,"about_ca_topic_score_gemma":0.003356374,"domain_scores_codex":[0.9930214,0.005241076,0.0003161156,0.0005729477,0.0005730218,0.0002754164],"domain_scores_gemma":[0.996002,0.001257302,0.001090482,0.000827481,0.0006789726,0.0001438083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002511608,0.0004291303,0.05214417,0.0001849967,0.0001059721,0.00002440739,0.2199917,0.0006444782,0.0002841274,0.6676869,0.02543826,0.03304083],"study_design_scores_gemma":[0.0002855451,3.163729e-7,0.05886408,0.001120157,0.00006127001,0.000004907156,0.001813896,0.002043722,0.0002423806,0.00789248,0.927189,0.0004822295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3348642,0.009748301,0.0241079,0.03112107,0.001151269,0.0007669663,0.0001429336,0.0005420777,0.5975553],"genre_scores_gemma":[0.9404987,0.00165975,0.0144881,0.0001216607,0.00009446106,0.00007777806,0.0003884465,0.00002521506,0.04264594],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9017507,"threshold_uncertainty_score":0.9996437,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05227666709407976,"score_gpt":0.3136049764570117,"score_spread":0.261328309362932,"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."}}