{"id":"W4252270043","doi":"10.1007/978-94-007-0753-5_102713","title":"Neo-traditional Community Design","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University; University of Northern British Columbia","funders":"","keywords":"Computer science","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003098194,0.0002942528,0.000340279,0.0001074813,0.001497776,0.00004134004,0.0002971255,0.0002025426,0.0304072],"category_scores_gemma":[0.00001086382,0.0002642838,0.0002262437,0.000002192193,0.0008397099,0.00003899297,0.00003543066,0.0008855116,0.001078894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009735394,"about_ca_system_score_gemma":0.0001012138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002672721,"about_ca_topic_score_gemma":0.001496741,"domain_scores_codex":[0.9990284,0.0001477171,0.0002330305,0.0001554838,0.0002608752,0.0001744715],"domain_scores_gemma":[0.9989514,0.0004342492,0.0001210023,0.000310422,0.00009489938,0.00008796417],"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":[0.000009537845,0.00001206985,3.392933e-8,0.00001956251,0.00004417596,0.000002340541,0.01193838,0.000001553366,4.286578e-7,0.7961398,0.1896576,0.00217454],"study_design_scores_gemma":[0.00006637994,0.00008470708,8.593871e-7,0.0000249488,0.00003087787,0.000001485542,0.0001022488,0.000003398539,6.015793e-7,0.344602,0.6548561,0.0002263155],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001885232,0.0002678861,0.007356874,0.0000722266,0.0007446749,0.0001909295,0.00007869694,0.0001724009,0.9911144],"genre_scores_gemma":[0.003385889,0.00003801687,0.0004179209,0.001521237,0.002713802,0.000009411177,0.0001675486,0.00006731196,0.9916788],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4651985,"threshold_uncertainty_score":0.9999809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1703155064285579,"score_gpt":0.2123437617468362,"score_spread":0.04202825531827833,"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."}}