{"id":"W198665938","doi":"10.1007/978-1-4419-5904-1_13","title":"Multiple Criteria Decision Analysis and Geographic Information Systems","year":2010,"lang":"en","type":"book-chapter","venue":"International series in management science/operations research/International series in operations research & management science","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":98,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Multiple-criteria decision analysis; Geographic information system; Decision analysis; Computer science; Context (archaeology); Decision support system; Management science; Data science; Operations research; Geography; Data mining; Engineering; Cartography; Mathematics","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":[0.002512877,0.001564737,0.00149164,0.002285683,0.0004407067,0.002963298,0.00110208,0.00151525,0.007954835],"category_scores_gemma":[0.005785126,0.0006274069,0.0008655116,0.004673049,0.001582148,0.00327281,0.0009684238,0.002023879,0.001395793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002046178,"about_ca_system_score_gemma":0.001120237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00254908,"about_ca_topic_score_gemma":0.003226153,"domain_scores_codex":[0.9971826,0.001418208,0.0001480818,0.0001605049,0.001023101,0.00006739428],"domain_scores_gemma":[0.996237,0.003119356,0.0001306566,0.0001283867,0.0003527247,0.00003185166],"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":[0.00003445246,0.00006974192,0.0003374891,0.001245059,0.0001797302,0.0001543148,0.000228239,0.08574377,0.0006114601,0.5553364,0.03863867,0.3174206],"study_design_scores_gemma":[0.00001497813,0.00003023035,0.000370838,0.000343438,0.00003747346,0.000119527,0.0001293935,0.1327781,0.0004786121,0.800364,0.0652955,0.00003782926],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003870946,0.06464349,0.8382298,0.004812603,0.001463784,0.0001561761,0.0003333476,0.0002512085,0.08623857],"genre_scores_gemma":[0.1838967,0.06257049,0.6766804,0.001339045,0.002248803,0.0007431797,0.0009455587,0.0002554578,0.07132029],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007954835,"threshold_uncertainty_score":0.02661157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1245126695740283,"score_gpt":0.4847379170665362,"score_spread":0.3602252474925079,"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."}}