{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006809526,0.000429803,0.0004436515,0.0003394886,0.000177624,0.0000802221,0.0003829199,0.0004557329,0.05323094],"category_scores_gemma":[0.000006297321,0.0005276633,0.000263853,0.0001232767,0.00006281526,0.0001998459,0.0001102552,0.0006763174,0.0003934703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004027534,"about_ca_system_score_gemma":0.00003791844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005444379,"about_ca_topic_score_gemma":0.0003876404,"domain_scores_codex":[0.9988187,0.00003283199,0.0002505312,0.0003920144,0.000224056,0.0002818629],"domain_scores_gemma":[0.9992961,0.00009324687,0.00007751083,0.0003420987,0.00005563498,0.0001354232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008773878,0.00004486318,0.0003725342,0.000638962,0.00334489,0.0003854179,0.0007160889,0.002708837,0.0004144161,0.218872,0.4608398,0.3115745],"study_design_scores_gemma":[0.000265167,0.00001706394,0.000006340641,0.0001771198,0.0004336445,8.517165e-7,0.00007369198,0.002259637,0.00002257042,0.001508643,0.9947265,0.0005087032],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000182342,0.0007034714,0.03747928,0.00004175413,0.000248976,0.0001554888,0.0001577104,0.000350525,0.9608446],"genre_scores_gemma":[0.0006808786,0.0001907053,0.0009400494,0.00003412978,0.00009305569,4.727101e-7,0.0001275281,0.00006524981,0.9978679],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5338868,"threshold_uncertainty_score":0.9997175,"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."}}