{"id":"W1998150257","doi":"10.2495/sdp-v7-n3-345-355","title":"Contribution of municipalities to the cities’ sustainable physiognomy. recording local’s opinions and perceptions. The case of kallithea","year":2012,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Urban Planning and Valuation","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physiognomy; Perception; Environmental planning; Business; Geography; Environmental resource management; Psychology; Environmental science; Sociology","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":[0.001530992,0.00008007156,0.0001198962,0.0001079634,0.0002738293,0.00004178084,0.0001573372,0.00002846671,0.00005385416],"category_scores_gemma":[0.0002182781,0.00005163695,0.00002727686,0.0001257686,0.0001195376,0.0003790351,0.0001643032,0.0001105706,0.000001047719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001637276,"about_ca_system_score_gemma":0.00005019183,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007292848,"about_ca_topic_score_gemma":0.000011382,"domain_scores_codex":[0.9990667,0.00007744636,0.0003382262,0.00006502426,0.0002412229,0.0002114221],"domain_scores_gemma":[0.999132,0.0002319968,0.0002500703,0.00005785571,0.000267798,0.00006031669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005883957,0.0002050911,0.4855751,0.0001489281,0.0005260655,0.0005858166,0.4072747,0.02111913,0.000438793,0.04022202,0.01562498,0.02769101],"study_design_scores_gemma":[0.0005793186,0.0001099076,0.195488,0.0001990152,0.00005080783,0.0008059835,0.7587819,0.0009008643,0.0007597473,0.001183072,0.04097245,0.0001689578],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947058,0.0004382882,0.003454311,0.0007469523,0.0001259556,0.0001266322,0.000003357569,0.000002773385,0.000395912],"genre_scores_gemma":[0.9983505,0.00002391237,0.000608034,0.00006711367,0.00008362946,0.000006730557,0.000008040503,0.000004300966,0.000847716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3515072,"threshold_uncertainty_score":0.2106101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100909935823497,"score_gpt":0.2810380443515946,"score_spread":0.2600289449933597,"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."}}