{"id":"W4312741421","doi":"10.51952/9781447305750.fm002","title":"Foreword","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":"Philosophy","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":[0.000157738,0.0002200789,0.0002442219,0.00007263893,0.0002497684,0.00004901597,0.0004468449,0.0003755658,0.00009647392],"category_scores_gemma":[0.0001055446,0.0001862734,0.0001359402,0.000003601506,0.0003960789,0.00004225762,0.00008537107,0.0002257423,0.000191882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001456662,"about_ca_system_score_gemma":0.0003641911,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007292317,"about_ca_topic_score_gemma":0.0008665645,"domain_scores_codex":[0.9986457,0.0000275985,0.0001861231,0.0002888356,0.0004315895,0.0004201417],"domain_scores_gemma":[0.9990796,0.0001282752,0.0002270846,0.0003349845,0.00005791229,0.0001721848],"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":[0.000006839598,0.000001246056,0.000004225457,0.000008666956,0.00002611956,0.000007141394,0.001586696,3.35585e-8,0.000001176656,0.8978132,0.08477482,0.01576984],"study_design_scores_gemma":[0.00009687903,0.00001114314,0.000008878801,0.000188974,0.00001727144,8.043907e-7,0.000002814721,2.841602e-7,0.00001450294,0.08369619,0.9157296,0.0002326453],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003628006,0.00051938,0.00002673122,0.0005295026,0.0002865193,0.0001846695,0.0003304813,0.0001586491,0.9979604],"genre_scores_gemma":[0.001357435,0.0001459513,0.00003346276,0.0004962452,0.00369295,0.00001466041,0.000002182517,0.00004831171,0.9942088],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8309548,"threshold_uncertainty_score":0.9993182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07004241885426035,"score_gpt":0.3223176721367247,"score_spread":0.2522752532824644,"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."}}