{"id":"W4392172125","doi":"10.2139/ssrn.4737334","title":"Spatial Search","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Data Management and Algorithms","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science","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":[0.001439822,0.00008239519,0.00006626131,0.0001600201,0.0001223605,0.0007759535,0.0009338886,0.00002189382,0.0000276214],"category_scores_gemma":[0.000006979433,0.00006674035,0.0000650309,0.0003139034,0.00001598737,0.0008921535,0.0002092674,0.001097673,0.0004006258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002588357,"about_ca_system_score_gemma":0.0009060734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004770084,"about_ca_topic_score_gemma":0.00007967174,"domain_scores_codex":[0.9978355,0.000039253,0.000121942,0.0002127138,0.0003091244,0.001481494],"domain_scores_gemma":[0.9996757,0.00002145905,0.00001484077,0.0002097628,0.00002336276,0.00005489644],"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":[7.927003e-7,0.000007252744,0.00001896306,0.000002787636,0.00003510067,0.00002450068,0.00003991422,0.000004560151,0.00002099003,0.5522417,0.0005493443,0.447054],"study_design_scores_gemma":[0.0003383697,0.0003730172,0.0002203095,0.00004166524,0.00001969939,0.0008466411,0.0002064956,0.1537736,0.0001885119,0.7315452,0.1121319,0.000314626],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001571865,0.002524526,0.9886482,0.003067079,0.0007979927,0.00004562044,7.923329e-7,0.0001445105,0.003199402],"genre_scores_gemma":[0.9830135,0.002549486,0.002541968,0.0001274131,0.0009523499,0.000002297335,0.00000359619,0.00001486841,0.01079457],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9861062,"threshold_uncertainty_score":0.7482537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014152656955572,"score_gpt":0.2533841095656469,"score_spread":0.2432425829960912,"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."}}