{"id":"W3112625287","doi":"10.1007/978-3-030-60865-1_4","title":"The Form of a Place","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Architecture and Cultural Influences","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Center (category theory); Sustainability; Natural (archaeology); Concentric; Measure (data warehouse); Business; Architectural engineering; Geography; Computer science; Engineering; Mathematics; Geometry; Archaeology; Ecology; Data mining","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001954023,0.0001013884,0.0001212426,0.00000758781,0.0001877699,0.0000438282,0.0001489781,0.00003209371,0.004454128],"category_scores_gemma":[0.000003254598,0.00004310592,0.0001004389,0.000001217797,0.0002414053,0.00002601068,0.00003729737,0.0001181693,0.000169394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003176311,"about_ca_system_score_gemma":0.00001367413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000315997,"about_ca_topic_score_gemma":0.001967605,"domain_scores_codex":[0.9996253,0.000001707435,0.0001346948,0.00007474494,0.0001048744,0.00005862526],"domain_scores_gemma":[0.999727,0.000049888,0.00007945432,0.00008470655,0.00003984281,0.00001911169],"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":[0.000007057682,4.759798e-7,4.106568e-8,0.00001020052,0.00003619834,6.073178e-7,0.009189032,8.912747e-8,9.410355e-7,0.942825,0.04390244,0.004027985],"study_design_scores_gemma":[0.00001781048,0.00004357469,1.155429e-7,0.00001796134,0.0000152643,4.769502e-7,0.0005364155,9.478419e-7,0.000009072673,0.1626585,0.8366392,0.00006069476],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000008971931,0.0005824665,8.07577e-7,0.001763849,0.0001017244,0.00007764566,0.00001760672,0.00002542916,0.9974215],"genre_scores_gemma":[0.004301849,0.00007203909,0.000007148691,0.000760417,0.0003923247,0.000001928976,0.000005370079,0.000008207566,0.9944507],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7927368,"threshold_uncertainty_score":0.9964559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0362235665797703,"score_gpt":0.2034684981616498,"score_spread":0.1672449315818795,"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."}}