{"id":"W4313126089","doi":"10.51952/9781447305750.bm001","title":"References","year":2016,"lang":"en","type":"book-chapter","venue":"Policy Press eBooks","topic":"Urban Planning and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001803265,0.0002200633,0.000252139,0.00007649113,0.0002722938,0.00008275364,0.0005025035,0.0003657415,0.0001312371],"category_scores_gemma":[0.0001160154,0.0001773221,0.0001063207,0.000003965414,0.000461905,0.00004586856,0.00008073196,0.0002269879,0.0002067386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001173364,"about_ca_system_score_gemma":0.0004527136,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01151342,"about_ca_topic_score_gemma":0.001230991,"domain_scores_codex":[0.9985912,0.00004003988,0.0001945982,0.000310307,0.0004779355,0.0003858793],"domain_scores_gemma":[0.9990618,0.0001448775,0.0002517734,0.0003118705,0.00006737621,0.0001622632],"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":[0.000005840709,0.000001277478,0.000005079696,0.00000807591,0.00002522656,0.000005572314,0.001853119,1.755486e-8,0.000001560531,0.9281728,0.04985217,0.0200692],"study_design_scores_gemma":[0.00007253451,0.00001292908,0.0000105179,0.0002107436,0.00001597899,6.09502e-7,0.00000550215,1.085449e-7,0.0000137965,0.08880617,0.9106205,0.0002306452],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004185821,0.0006775151,0.000008686071,0.0005399673,0.000281646,0.0001443826,0.0001769759,0.0001543641,0.9980123],"genre_scores_gemma":[0.00251684,0.0003637968,0.00002534045,0.0003230679,0.003009947,0.00001241852,0.000002254064,0.00003385749,0.9937125],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8607683,"threshold_uncertainty_score":0.995069,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.103890733925647,"score_gpt":0.3343688785552698,"score_spread":0.2304781446296227,"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."}}