{"id":"W4391985553","doi":"10.51644/9781554589333-002","title":"Preface","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004758382,0.0007406913,0.0005007545,0.001904796,0.002685679,0.004064457,0.001177594,0.001163642,0.4803466],"category_scores_gemma":[0.002241729,0.0002902505,0.0003755102,0.002068471,0.0008267909,0.0037893,0.002039019,0.002559021,0.2351756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001890618,"about_ca_system_score_gemma":0.001590696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00396942,"about_ca_topic_score_gemma":0.006346985,"domain_scores_codex":[0.9995938,0.00005310017,0.00002135133,0.00007806179,0.0002163647,0.00003732701],"domain_scores_gemma":[0.9992298,0.000138753,0.00003176488,0.00009803084,0.0003723932,0.0001293126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001261611,0.00002159911,0.00006163286,0.0001220356,0.000001291596,0.00005501269,0.0003274178,0.00005554599,0.0001538818,0.02996898,0.905131,0.06408906],"study_design_scores_gemma":[6.334088e-7,0.000003046571,0.00006637764,0.00004703797,3.260948e-7,0.00002806249,0.00006928881,0.00000845584,0.0000238541,0.001426339,0.9983253,0.000001237378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004732732,0.004285527,0.001999573,0.003962995,0.01259372,0.0001452104,0.002117248,0.0004131158,0.9740093],"genre_scores_gemma":[0.002511612,0.002702544,0.0009766932,0.0008872739,0.002052776,0.00008028494,0.001710844,0.000312094,0.9887658],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4803466,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03222153655153792,"score_gpt":0.2665659405103252,"score_spread":0.2343444039587873,"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."}}