{"id":"W4382067204","doi":"10.3390/su151310014","title":"How Do Spatial Forms Influence Psychophysical Drivers in a Campus City Community Life Circle?","year":2023,"lang":"en","type":"article","venue":"Sustainability","topic":"Noise Effects and Management","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Science Foundation of Fujian Province; Ministry of Education of the People's Republic of China; National Natural Science Foundation of China","keywords":"Spatial distribution; China; Transport engineering; Geography; Distribution (mathematics); Spatial analysis; Computer science; Remote sensing; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.002528076,0.0001969139,0.0003662757,0.0001822886,0.0009600676,0.00003705767,0.0004069101,0.0001865075,0.00004018222],"category_scores_gemma":[0.004268313,0.0001811239,0.0001032377,0.0008590319,0.0002292794,0.0003120423,0.0006874861,0.001494498,0.00006379915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001332858,"about_ca_system_score_gemma":0.0006363916,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009405211,"about_ca_topic_score_gemma":0.003845798,"domain_scores_codex":[0.9963916,0.001631085,0.0003716385,0.0003778471,0.0003305899,0.0008972393],"domain_scores_gemma":[0.9973066,0.0008790895,0.0001462284,0.001001078,0.0004186491,0.000248326],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002922435,0.0007158292,0.9435608,0.002681604,0.00003543209,0.00004954468,0.01445149,0.0003000694,0.00006136052,0.005475441,0.00410719,0.02826902],"study_design_scores_gemma":[0.001153003,0.0001478044,0.9304124,0.00005361141,0.000009607732,6.68865e-8,0.01841071,0.0001559776,0.000003883443,0.04537611,0.004092179,0.0001846693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871527,0.000005076988,0.0002955393,0.008513854,0.0003566453,0.002475995,0.00001363195,0.0002709554,0.0009156261],"genre_scores_gemma":[0.9981673,0.000008053304,0.00001517143,0.0006560964,0.0001055011,0.0004585857,0.00001824323,0.00001927145,0.0005518189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03990067,"threshold_uncertainty_score":0.9971913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02209777122591773,"score_gpt":0.3812476919002745,"score_spread":0.3591499206743568,"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."}}