{"id":"W4405889721","doi":"10.1007/978-94-024-2278-8_11","title":"A Metamodel-Based Scoping Tool for the Assessment of Cultural Significance in the Redevelopment of Brownfield Sites (STASH)","year":2024,"lang":"en","type":"book-chapter","venue":"NATO science for peace and security series. C, Environmental security","topic":"Urban Planning and Valuation","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Brownfield; Redevelopment; Metamodeling; Engineering; Computer science; Civil engineering; Software engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002386888,0.0003552549,0.0004190489,0.00008610412,0.000425074,0.0001017856,0.0006869969,0.0001800954,0.0001958019],"category_scores_gemma":[0.00005974559,0.0002370608,0.0001896779,0.0001502033,0.001772851,0.0003972171,0.0002495763,0.0003806985,0.000002863765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003313944,"about_ca_system_score_gemma":0.0001281135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009518315,"about_ca_topic_score_gemma":0.0002773595,"domain_scores_codex":[0.9972064,0.00003578143,0.0005952846,0.0007310314,0.001055244,0.0003762965],"domain_scores_gemma":[0.9987548,0.0003989472,0.0003562001,0.0004065683,0.00001932186,0.00006416558],"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":[0.003193806,0.004388872,0.08963756,0.01473649,0.001385218,0.00006336067,0.3024016,0.02344543,0.1451185,0.3327284,0.05805732,0.02484347],"study_design_scores_gemma":[0.008890473,0.007547894,0.03593666,0.007002414,0.002650949,0.00009791533,0.02810613,0.2987739,0.05780967,0.2245126,0.3208981,0.007773258],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.934346,0.009131702,0.001752518,0.003584509,0.0007708973,0.01451155,0.002671437,0.00008136858,0.03314998],"genre_scores_gemma":[0.9957919,0.000474209,0.0009511657,0.0001444393,0.00003708582,0.0002270493,0.0001050586,0.00002075504,0.00224838],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2753285,"threshold_uncertainty_score":0.9667058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03106301883214607,"score_gpt":0.2911560442352754,"score_spread":0.2600930254031293,"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."}}