{"id":"W1978674305","doi":"10.5539/jas.v5n1p275","title":"Spatial Relationships of Landscape Attributes and Wheat Yield Patterns","year":2012,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Soil and Land Suitability Analysis","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Agriculture, Faisalabad; Pakistan Science Foundation","keywords":"Silt; Environmental science; Precision agriculture; Soil test; Soil map; Fertilizer; Spatial variability; Sowing; Elevation (ballistics); Agriculture; Soil science; Agronomy; Soil water; Mathematics; Geography; Geology; Statistics","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":[0.0002208147,0.0001019546,0.0001040219,0.0004263873,0.00009907985,0.0002724405,0.00006941961,0.00009780536,0.000620955],"category_scores_gemma":[0.0007451923,0.00009532479,0.0001405432,0.0006730577,0.000146661,0.0001704268,0.0001759459,0.0001018601,0.00007460808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001870597,"about_ca_system_score_gemma":0.000119229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005706599,"about_ca_topic_score_gemma":0.01566288,"domain_scores_codex":[0.9998316,0.00005016309,0.0000149731,0.00005063884,0.00002992097,0.00002272732],"domain_scores_gemma":[0.99954,0.0001649214,0.0001584037,0.00003140845,0.00006932939,0.00003607397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008137655,0.00003128639,0.9879562,0.0000103296,0.0000497911,0.0001291209,0.0001075852,0.001464578,0.003559109,0.00005322613,0.00004479274,0.00651262],"study_design_scores_gemma":[7.61096e-7,0.00002652821,0.9983652,0.000001091641,0.000005967332,0.00003990492,0.0001099926,0.001256003,0.0001075907,0.00002914541,0.00005635396,0.000001363435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994619,0.00001899797,0.0002159325,0.000006170511,4.132507e-7,0.000002168139,0.00008229765,0.00000220644,0.0002099723],"genre_scores_gemma":[0.9997187,0.00001612107,0.0001157806,0.000001040082,4.084332e-7,0.000001798519,0.00007621512,5.047446e-7,0.00006949253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005706599,"threshold_uncertainty_score":0.01134676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02064644377951727,"score_gpt":0.2153335517536694,"score_spread":0.1946871079741521,"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."}}