{"id":"W2080874973","doi":"10.4141/s03-097","title":"Laboratory and field evaluation of five soil water sensors","year":2004,"lang":"en","type":"article","venue":"Canadian Journal of Soil Science","topic":"Soil Moisture and Remote Sensing","field":"Environmental Science","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba; Manitoba Rural Adaptation Council","keywords":"Water content; Loam; Soil science; Environmental science; Soil water; Field capacity; Pedotransfer function; Bulk density; Calibration; Geotechnical engineering; Geology; Hydraulic conductivity; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001350988,0.00006108204,0.0000924626,0.0001149021,0.0001768113,0.00003320019,0.0001621669,0.00003801854,0.00005872157],"category_scores_gemma":[0.0002138387,0.00004259675,0.00002389324,0.0002710532,0.0006833113,0.0003036036,0.00002051036,0.0001065778,0.00001222138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002920424,"about_ca_system_score_gemma":0.000690344,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03225562,"about_ca_topic_score_gemma":0.1414406,"domain_scores_codex":[0.9989381,0.0000292561,0.0001736037,0.0001178299,0.0005108953,0.0002302625],"domain_scores_gemma":[0.9993036,0.00001634685,0.00008799176,0.00009991461,0.0001366524,0.0003555344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003067278,0.00004989807,0.1488031,0.00002718623,0.00003557653,0.0003047111,0.03295745,0.3191134,0.3381488,0.0001416322,0.001475368,0.1589123],"study_design_scores_gemma":[0.0009863435,0.0002416398,0.4933069,0.0001355867,0.00007167929,0.000291794,0.001911448,0.00224556,0.4963217,0.003541205,0.0006802533,0.0002658251],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920579,0.00008617082,0.00001273784,0.0009282249,0.0002445598,0.00003672233,5.904672e-7,0.00000124022,0.006631889],"genre_scores_gemma":[0.9994334,0.000007115628,0.0002322631,0.000258587,0.00003979978,5.444785e-8,9.006785e-8,0.000003062124,0.00002561312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3445039,"threshold_uncertainty_score":0.9741887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009526735799367728,"score_gpt":0.2211949641203335,"score_spread":0.2116682283209658,"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."}}