{"id":"W1594673181","doi":"10.1029/171gm03","title":"A review of geostatistical approaches to data fusion","year":2007,"lang":"en","type":"review","venue":"Geophysical monograph","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Fusion; Computer science; Philosophy; Linguistics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006024332,0.0004162252,0.001561691,0.000109678,0.00006780717,0.00001860568,0.001186407,0.000153203,0.0004073367],"category_scores_gemma":[0.0002449083,0.0003312645,0.0003111976,0.001274237,0.0002363346,0.0000721763,0.001916162,0.0003438968,0.0008633721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004168203,"about_ca_system_score_gemma":0.00003325731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002725906,"about_ca_topic_score_gemma":0.0000147772,"domain_scores_codex":[0.9971906,0.0001198409,0.0008142579,0.0008824765,0.000516101,0.0004767291],"domain_scores_gemma":[0.9974907,0.0004085288,0.0002984281,0.001485947,0.00001074122,0.0003056603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002201501,0.0001048869,0.000003207626,0.02867901,0.00003464944,0.000007420947,0.00001000278,2.299454e-7,1.002033e-7,0.0006530816,0.02854366,0.9419615],"study_design_scores_gemma":[0.00004058624,0.00006463483,0.0001012427,0.03354562,0.0004560563,0.000005877592,0.000002805601,0.00007090985,8.262337e-8,0.0004532204,0.9649125,0.0003464191],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[9.570941e-7,0.9879158,0.00621383,0.00003531772,0.0001196888,0.001026192,0.0008141134,0.00002842848,0.003845675],"genre_scores_gemma":[0.000001654295,0.9832166,0.01504491,0.0003399187,0.00009934125,0.00006092315,0.001140758,0.00003900776,0.00005685988],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9416151,"threshold_uncertainty_score":0.9999146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2614691576652743,"score_gpt":0.3548819656859227,"score_spread":0.09341280802064833,"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."}}