{"id":"W4246760477","doi":"10.4324/9780203107812","title":"Planning Small and Mid-Sized Towns","year":2014,"lang":"en","type":"book","venue":"","topic":"Urbanization and City Planning","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002389884,0.0003524072,0.0001079163,0.0004561865,0.001470526,0.002370402,0.0005861206,0.000426292,0.04471187],"category_scores_gemma":[0.0004955367,0.0002191993,0.0002007885,0.0006509939,0.0007500205,0.001577611,0.002151117,0.0009183476,0.007594468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001312701,"about_ca_system_score_gemma":0.002113911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005875181,"about_ca_topic_score_gemma":0.02833869,"domain_scores_codex":[0.9998592,0.00003959023,0.000005683227,0.00002720716,0.00004185603,0.00002640925],"domain_scores_gemma":[0.9998782,0.00002552624,0.000005125351,0.00001587293,0.00002503285,0.00005023322],"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":[0.00001750196,0.00004189758,0.00109134,0.0001224159,0.000004100521,0.000395716,0.003455522,0.001665633,0.0007040504,0.4621856,0.2665323,0.2637839],"study_design_scores_gemma":[0.000001744559,0.000008294222,0.0005786622,0.00006542953,0.000001280682,0.0001256222,0.00105444,0.0002574231,0.0001494958,0.01743337,0.9803197,0.000004382535],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004383583,0.001968243,0.01019703,0.001881776,0.0003832521,0.00008412839,0.0002086447,0.0002116923,0.9806816],"genre_scores_gemma":[0.1138181,0.006135508,0.02306683,0.0008886929,0.0001134135,0.0001763496,0.0005218961,0.0001902442,0.8550888],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04471187,"threshold_uncertainty_score":0.1495761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0437483944959839,"score_gpt":0.2840522809894438,"score_spread":0.2403038864934599,"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."}}