{"id":"W7087301267","doi":"10.71548/tr8r-jy77","title":"Ground rules: start out by building relationships","year":2025,"lang":"en","type":"book-chapter","venue":"MacSphere (McMaster University)","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of British Columbia; Kwantlen Polytechnic University; McMaster University","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005325256,0.0008239865,0.0006329281,0.0007679149,0.001582562,0.004495564,0.001494353,0.001203283,0.03101383],"category_scores_gemma":[0.002325071,0.0009046769,0.0007294606,0.001282583,0.003856951,0.009007582,0.001669735,0.002804435,0.008002313],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001349809,"about_ca_system_score_gemma":0.00149385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009468546,"about_ca_topic_score_gemma":0.01858533,"domain_scores_codex":[0.9995516,0.0001160209,0.00002548354,0.0001183935,0.0001365964,0.00005196595],"domain_scores_gemma":[0.9993773,0.0002651832,0.00002182113,0.0002049726,0.00009370755,0.00003698566],"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":[0.00001383664,0.00001417577,0.0001045776,0.00005198368,0.000004511118,0.00005688008,0.001054865,0.001931526,0.0002899049,0.9212927,0.02034363,0.05484134],"study_design_scores_gemma":[0.000006498206,0.000009184615,0.00009489745,0.0001004451,0.000008336195,0.00004901837,0.0005107637,0.00482723,0.0005462227,0.7893746,0.2044639,0.000008964353],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005517644,0.001808215,0.4893066,0.00204814,0.0003109141,0.0001258649,0.0004803409,0.001236469,0.4991658],"genre_scores_gemma":[0.2255228,0.003506146,0.4623543,0.0008722827,0.0001805578,0.0002560524,0.002024869,0.003398937,0.3018842],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03101383,"threshold_uncertainty_score":0.1037517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02038937542318013,"score_gpt":0.1743763278965839,"score_spread":0.1539869524734037,"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."}}