{"id":"W4243958542","doi":"10.32920/14636703.v1","title":"Web-Enabled Spatial Decision Analysis Using Ordered Weighted Averaging (OWA)","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Representation (politics); Computer science; Set (abstract data type); Operator (biology); Order (exchange); Decision support system; Data mining","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001851745,0.0003326987,0.0009088253,0.001235779,0.001443427,0.0008904462,0.0005077022,0.000463944,0.001849829],"category_scores_gemma":[0.0003476527,0.0003165402,0.0006586129,0.002744739,0.0001644306,0.0003301001,0.001016863,0.0004300897,0.00003551981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000313856,"about_ca_system_score_gemma":0.0007892486,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06868762,"about_ca_topic_score_gemma":0.07874075,"domain_scores_codex":[0.9961157,0.000371875,0.000964883,0.0005722008,0.001421268,0.0005540596],"domain_scores_gemma":[0.9970567,0.0002674348,0.0006187364,0.0006047796,0.001299706,0.000152639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001233653,0.0003622392,0.5279694,0.0007005213,0.02368549,0.000143843,0.3431305,0.05299098,0.0001716516,0.01220561,0.002843898,0.03567248],"study_design_scores_gemma":[0.002931694,0.00003357566,0.045938,0.001447447,0.006877794,0.000007025923,0.3105846,0.555654,0.0001559868,0.00749824,0.06455763,0.00431399],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7080702,0.0003511487,0.19982,0.0003394234,0.002574153,0.0007777769,0.00001956682,0.0003612166,0.0876866],"genre_scores_gemma":[0.9860948,0.0002136905,0.0122657,0.000145436,0.0003031735,0.00003174109,0.00006976638,0.00001573181,0.0008599652],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.502663,"threshold_uncertainty_score":0.9999287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03025526450329522,"score_gpt":0.3149083758521575,"score_spread":0.2846531113488622,"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."}}