{"id":"W3101262701","doi":"","title":"The Integration of Modelling Simulations, Remote Sensing and Field Validation Studies for Dry Agricultural Regions within Canada","year":2009,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Soil Geostatistics and Mapping","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Agriculture; Remote sensing; Environmental science; Geography; Environmental resource management; Mathematics; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009264696,0.0004770294,0.000361266,0.0005664309,0.001329526,0.00142415,0.0007834253,0.0004087912,0.0005227238],"category_scores_gemma":[0.002460744,0.0002738101,0.000391321,0.001491838,0.000481965,0.0006530583,0.000420348,0.0003885324,0.0001011612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02311876,"about_ca_system_score_gemma":0.01884152,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9914369,"about_ca_topic_score_gemma":0.9912732,"domain_scores_codex":[0.999539,0.00006957466,0.00002894296,0.00009536138,0.0001586742,0.0001084561],"domain_scores_gemma":[0.9984683,0.000355363,0.000120203,0.00007882663,0.000867487,0.0001097402],"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":[0.0007870287,0.0008053669,0.4093244,0.0002558755,0.0003707361,0.0003223682,0.001224126,0.4838118,0.0110241,0.001554115,0.003693714,0.08682639],"study_design_scores_gemma":[0.00009225827,0.000145339,0.5079626,0.00004231479,0.0001749217,0.00006255701,0.00154801,0.477249,0.006230574,0.0003041218,0.006084327,0.0001040222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995612,0.0001683294,0.001167241,0.0001806073,0.00000729698,0.00003514043,0.000989564,0.00007949126,0.001760375],"genre_scores_gemma":[0.9954231,0.0001166652,0.002322344,0.00003219394,0.000002092199,0.00001724163,0.001217824,0.00001914837,0.0008492716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02311876,"threshold_uncertainty_score":0.1677392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03378178674371705,"score_gpt":0.2615319330938863,"score_spread":0.2277501463501692,"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."}}