{"id":"W3044339269","doi":"10.1111/gec3.12502","title":"Complex spatial networks: Theory and geospatial applications","year":2020,"lang":"en","type":"article","venue":"Geography Compass","topic":"Land Use and Ecosystem Services","field":"Environmental Science","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Social Sciences and Humanities Research Council of Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Geospatial analysis; Geographic information system; Computer science; Data science; Field (mathematics); Network science; Cellular automaton; Complex system; Graph theory; Information system; Theoretical computer science; Complex network; Geography; Artificial intelligence; Engineering; Cartography; World Wide Web","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001187049,0.0004912419,0.0005108714,0.003825298,0.0008592346,0.003914974,0.0008596343,0.001325589,0.00512563],"category_scores_gemma":[0.006115163,0.0002714733,0.0004076139,0.005821348,0.003836469,0.003997807,0.001930874,0.001200558,0.0003701824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002563484,"about_ca_system_score_gemma":0.001181725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005774624,"about_ca_topic_score_gemma":0.002929828,"domain_scores_codex":[0.9989969,0.0004722805,0.00005547219,0.0001919701,0.0002332755,0.00005006179],"domain_scores_gemma":[0.995774,0.00286846,0.0004683611,0.0002018301,0.0005099635,0.0001773309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002596803,0.000005633729,0.0007305983,0.000104374,0.00001378747,0.00006591702,0.0001732286,0.01679913,0.00005380956,0.9666187,0.002538095,0.01289414],"study_design_scores_gemma":[0.000003240221,0.000005876488,0.0003864399,0.0001209477,0.000007457545,0.00008346087,0.0002525651,0.04327078,0.00005475048,0.9299012,0.02590492,0.000008421342],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04698836,0.07088847,0.6795408,0.04274058,0.001420842,0.0001801822,0.0008869971,0.0004617005,0.156892],"genre_scores_gemma":[0.8667845,0.04802541,0.07291083,0.001097802,0.001203063,0.0002710472,0.0004947592,0.00006520009,0.009147448],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005774624,"threshold_uncertainty_score":0.01859939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009442589191166804,"score_gpt":0.2023872906569211,"score_spread":0.1929447014657543,"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."}}