{"id":"W1983738395","doi":"10.4141/cjss07053","title":"A relative weight model for soil productivity assessment","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Missouri","keywords":"Loess plateau; Constraint (computer-aided design); Productivity; Soil science; Environmental science; Loess; Agricultural engineering; Measure (data warehouse); Weight function; Mathematics; Computer science; Statistics; Geology; Data mining; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002705789,0.001029121,0.000838211,0.001353614,0.0004587235,0.001460136,0.002685372,0.001234532,0.003585655],"category_scores_gemma":[0.006758446,0.0004279495,0.0012655,0.001806366,0.0007307892,0.002506047,0.0009682028,0.001170381,0.0007386974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001458787,"about_ca_system_score_gemma":0.001496524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01344952,"about_ca_topic_score_gemma":0.008845603,"domain_scores_codex":[0.9988158,0.0004737696,0.00006190879,0.0002013027,0.0003482917,0.00009894316],"domain_scores_gemma":[0.9985551,0.0008043089,0.0001328922,0.0000838494,0.0003710436,0.00005283325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003097959,0.00002981637,0.0006805352,0.00003818343,0.00004222798,0.00004875865,0.00004071281,0.9534965,0.0005777103,0.01874563,0.0004502308,0.02581878],"study_design_scores_gemma":[0.00000433367,0.0000147511,0.00010776,0.000003296087,0.000005321495,0.00001115816,0.00000495322,0.9930384,0.00007802917,0.00638514,0.0003412501,0.000005555497],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01329047,0.00010623,0.983672,0.00009389967,0.00002693228,0.00005046082,0.0001028459,0.0002051353,0.002452082],"genre_scores_gemma":[0.6944528,0.0004466288,0.2933412,0.00009056368,0.00007489342,0.0005455312,0.0004582609,0.0001686013,0.01042155],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01344952,"threshold_uncertainty_score":0.02674246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02219462415212456,"score_gpt":0.2381827895677828,"score_spread":0.2159881654156583,"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."}}