{"id":"W2529609906","doi":"10.2495/sdp-v11-n6-930-938","title":"Planning and urban growth. What to do with urbanized vacant areas in the land of Valencia?","year":2016,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Urbanization and City Planning","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Valencia; Urban planning; Environmental planning; Land-use planning; Land use; Urban sprawl; Geography; Regional planning; Environmental science; Civil engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001191332,0.00008495997,0.0001430743,0.0003200404,0.0001517418,0.0002278917,0.0002459315,0.00004001425,0.00001907975],"category_scores_gemma":[0.0003438546,0.00004998899,0.00001363828,0.0002134519,0.00005782221,0.0006847337,0.00004244516,0.00009163871,4.543743e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009178639,"about_ca_system_score_gemma":0.0002522461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006706341,"about_ca_topic_score_gemma":0.00001657147,"domain_scores_codex":[0.9988059,0.0000786797,0.0002909782,0.00009942259,0.0005294955,0.0001955365],"domain_scores_gemma":[0.9987988,0.0002996948,0.0002110418,0.00003074748,0.0005783304,0.0000813452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002135285,0.00002138522,0.8628652,0.00001236521,0.00005303313,0.0005098151,0.1296068,0.00002937531,0.00001420233,0.004674545,0.0006392774,0.001360482],"study_design_scores_gemma":[0.001624232,0.0001252128,0.657327,0.001728172,0.00001675897,0.00008903538,0.3046297,0.000005622976,0.0002197766,0.0007564928,0.03326601,0.0002120169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944949,0.0009006912,0.001198008,0.00193376,0.0001057536,0.000104432,7.968371e-7,0.000004203346,0.001257413],"genre_scores_gemma":[0.9985152,0.00008921105,0.0006315694,0.0002339722,0.0001150792,0.000002712961,0.000001153272,0.000005135393,0.0004059004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2055382,"threshold_uncertainty_score":0.2197565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01513483200097408,"score_gpt":0.2646499993230691,"score_spread":0.249515167322095,"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."}}