{"id":"W7096907631","doi":"","title":"Salinity Mapping for Resource Management within Kneehill County, Alberta Prepared by","year":2015,"lang":"en","type":"article","venue":"","topic":"Scientific Research and Discoveries","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Salinity; Soil salinity; Hydrology (agriculture); Resource (disambiguation); Scale (ratio); Dryland salinity; Resource management (computing); Land use","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":[0.0004633487,0.00009571639,0.000105841,0.00003389189,0.0001115791,0.0001968698,0.0002012887,0.00001561433,0.0002397879],"category_scores_gemma":[0.00002052611,0.00007729157,0.00005569077,0.0001131259,0.00005964244,0.0001636142,0.0001190758,0.00004246601,0.00005717672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002363422,"about_ca_system_score_gemma":0.0000509905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001111132,"about_ca_topic_score_gemma":0.0000487967,"domain_scores_codex":[0.9989961,0.00002625588,0.0001678111,0.0002616114,0.0002703707,0.0002777829],"domain_scores_gemma":[0.9993531,0.00006564398,0.00004933248,0.0002799413,0.00006601071,0.0001859567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007331654,0.00009263455,0.003390667,0.00001778714,0.00006904947,2.929241e-7,0.0008193435,0.00005999086,0.0000712601,0.04614569,0.9482164,0.001043576],"study_design_scores_gemma":[0.0012622,0.00005673142,0.00007794137,0.00001564023,0.00001214208,1.753513e-7,0.01433201,0.001700272,0.002562484,0.01937834,0.9603927,0.0002093518],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07997623,0.00003359229,0.03409516,0.0005284938,0.0002217602,0.0008183062,0.0002059316,0.00004163077,0.8840789],"genre_scores_gemma":[0.8013145,3.65946e-7,0.002386242,0.000145616,0.0001402276,0.0001551062,0.0004079705,0.00001561826,0.1954343],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7213383,"threshold_uncertainty_score":0.3151859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03685537351745932,"score_gpt":0.2888339631911614,"score_spread":0.2519785896737021,"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."}}