{"id":"W4255911025","doi":"10.32920/ryerson.14655849","title":"Suburban / urban grafting: towards an architectural and urban hybrid","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Urbanity; Recreation; Geography; Architectural engineering; Environmental planning; Urban design; Urban landscape; Resource (disambiguation); Urban planning; Transport engineering; Civil engineering; Computer science; Engineering; Political 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"],"consensus_categories":[],"category_scores_codex":[0.0001844859,0.0006101326,0.0007687272,0.0002794506,0.00008742393,0.0004646238,0.00040815,0.0002445276,0.0005642989],"category_scores_gemma":[0.00003186654,0.0005756172,0.0003067738,0.0001817443,0.00007963493,0.0001229462,0.0003863771,0.0009053021,0.00000863324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000929719,"about_ca_system_score_gemma":0.00006593813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001247341,"about_ca_topic_score_gemma":0.0006072432,"domain_scores_codex":[0.9978114,0.00009566094,0.0004904194,0.0007515426,0.0003462578,0.0005046897],"domain_scores_gemma":[0.9986313,0.00003400252,0.00006249479,0.0008088821,0.00008548114,0.0003778276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002105202,0.0009315629,0.1170926,0.006350438,0.01231426,0.002885826,0.03666109,0.2345135,0.03061168,0.002367613,0.1183497,0.4377111],"study_design_scores_gemma":[0.000686478,0.0001566878,0.01554324,0.0002325775,0.0007810311,0.0001388554,0.000353743,0.9606909,0.01230255,0.0008755827,0.00531087,0.002927485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9660354,0.003459694,0.02203824,0.0001237242,0.0005748198,0.0002615624,0.00004164451,0.001074453,0.00639041],"genre_scores_gemma":[0.9933956,0.00008969877,0.003376223,0.00009484371,0.0005541599,0.00003640269,0.0003885737,0.0001056207,0.00195889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7261773,"threshold_uncertainty_score":0.9996696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396413818102127,"score_gpt":0.208477290988604,"score_spread":0.1945131528075827,"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."}}