{"id":"W2966398048","doi":"","title":"DEMYSTIFYING REFERENCE SYSTEMS","year":2019,"lang":"en","type":"article","venue":"GEOMATICA","topic":"Logistics and Infrastructure Analysis","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009528195,0.00006533883,0.000125888,0.000005302888,0.00006252647,0.00007012215,0.0001533502,0.00004766719,0.001732611],"category_scores_gemma":[0.0000260546,0.00002003047,0.00003471734,0.000138189,0.00001306248,0.00004483256,0.00003784499,0.00005198972,0.0008532648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008477501,"about_ca_system_score_gemma":0.000002392022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001843098,"about_ca_topic_score_gemma":0.00001697808,"domain_scores_codex":[0.9994256,0.00002143463,0.0001359546,0.000136,0.0001274152,0.0001535252],"domain_scores_gemma":[0.9997265,0.00008684944,0.00005066986,0.00005560844,0.00003492838,0.00004547178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003247312,0.000131194,0.1327073,0.0002252058,0.0002430043,0.00001814458,0.0002150485,0.001393983,0.5056292,0.1972194,0.0113409,0.150844],"study_design_scores_gemma":[0.0003206662,0.0005149002,0.6420771,0.0001578313,0.0001390818,0.00003693175,0.001460241,0.03735725,0.001109618,0.02189865,0.2938558,0.001071937],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616984,0.00007347889,0.00003013739,0.0002731066,0.0001169012,0.00009148071,0.0000114174,0.00004361349,0.03766147],"genre_scores_gemma":[0.9988369,0.000008112426,0.0001318208,0.00009726788,0.00008001119,0.000002009571,0.00002756999,2.993893e-7,0.0008159967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5093698,"threshold_uncertainty_score":0.9999247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0151755779785602,"score_gpt":0.1904084873288871,"score_spread":0.1752329093503269,"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."}}