{"id":"W7010801353","doi":"","title":"Landscape Design Guidelines for Enduring Industrial and Manufacturing Spaces: A case study of the working waterfront of Lunenburg, Nova Scotia","year":2022,"lang":"en","type":"dissertation","venue":"The Atrium (University of Guelph)","topic":"Semiotics and Representation Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognitive reframing; Landscape design; Sustainability; Factory (object-oriented programming); Nova scotia; Industrial design; Landscape architecture; Quality (philosophy); Landscape contracting","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003666766,0.000140916,0.0003484712,0.0001268395,0.0005916189,0.00002492848,0.0002728858,0.00005296873,0.0002188977],"category_scores_gemma":[0.00003248741,0.00009714429,0.0001584599,0.00004166588,0.0001137075,0.00005269838,0.0001848222,0.0001547866,2.041313e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001510085,"about_ca_system_score_gemma":0.00003693637,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01216449,"about_ca_topic_score_gemma":0.01439795,"domain_scores_codex":[0.9991344,0.00009505357,0.0002568784,0.0001709157,0.0002305919,0.0001122215],"domain_scores_gemma":[0.9987542,0.0002404205,0.0005612198,0.0002180084,0.0002102725,0.00001587619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001781975,0.0003834351,0.003735569,0.0007962915,0.002979664,0.00008948533,0.9692007,0.003624227,0.001917354,0.0007614947,0.01120141,0.003528378],"study_design_scores_gemma":[0.001350877,0.0001723853,0.001377169,0.0001350432,0.0008378061,0.000008949287,0.9930492,0.0001224217,0.0005181239,0.00008220577,0.002205983,0.0001398599],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971092,0.0005937039,0.00002022083,0.0001732855,0.000787793,0.0007691789,0.00003512139,0.000008118185,0.0005033259],"genre_scores_gemma":[0.9954493,0.00005487522,0.00006440296,0.000004532321,0.0001719537,7.578101e-7,0.00001708286,0.00001308503,0.00422398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02384846,"threshold_uncertainty_score":0.9944136,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1627293284040301,"score_gpt":0.2931597862123564,"score_spread":0.1304304578083263,"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."}}