{"id":"W6980378744","doi":"","title":"Calibration models for interpretation of soil salinity measurements using an electromagnetic induction technique","year":2011,"lang":"en","type":"article","venue":"SUNScholar (Stellenbosch University)","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Calibration; Salinity; Linear regression; Soil water; Saturation (graph theory); Measuring instrument; Soil salinity; Regression analysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003265781,0.0001020344,0.000111121,0.0001323694,0.0001542023,0.00001388742,0.0001670804,0.00009236541,0.0001144196],"category_scores_gemma":[0.00002997852,0.0001225441,0.00004472467,0.0002679409,0.0000680875,0.001100598,0.00005800314,0.0001056237,0.000002187988],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001510998,"about_ca_system_score_gemma":0.00003153733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001088332,"about_ca_topic_score_gemma":0.0002121132,"domain_scores_codex":[0.9991454,0.0001165389,0.0001556678,0.0002438985,0.000176079,0.0001623779],"domain_scores_gemma":[0.9995503,0.0000168637,0.000135747,0.0001727326,0.00005413174,0.00007025832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006821734,0.0006900428,0.00755847,0.0001036089,0.00008020912,0.000006297156,0.004620846,0.02422599,0.9460878,0.00472765,0.00006472134,0.0111522],"study_design_scores_gemma":[0.001876173,0.001783532,0.007340913,0.0001149797,0.0003175098,0.00001295354,0.002373843,0.6316317,0.3313514,0.02174924,0.0006036854,0.0008441029],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5761039,0.000004393593,0.4187992,0.000002471689,0.00005566524,0.0003071305,0.000007194647,0.00002581872,0.004694264],"genre_scores_gemma":[0.9530278,0.000008804821,0.04681361,0.00001207317,0.00001007177,0.000002067371,0.00001714554,0.00001202836,0.00009635704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6147364,"threshold_uncertainty_score":0.4997202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07302322241289791,"score_gpt":0.2347930311189745,"score_spread":0.1617698087060766,"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."}}