{"id":"W6940928673","doi":"10.1139/cjss-2014-113","title":"Using historic soil survey data to map water erosion hazard for land-use planning in Nova Scotia","year":2015,"lang":"en","type":"article","venue":"BioOne Complete (BioOne)","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nova scotia; Watershed; Soil survey; Hydrology (agriculture); Hazard; Erosion; Hazard map; Water quality","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":[0.000738127,0.0002273805,0.0003131024,0.00006170008,0.0001601629,0.0001499509,0.00055482,0.0001163659,0.0003751606],"category_scores_gemma":[0.000297436,0.00009845278,0.00005735754,0.0002820817,0.00001029825,0.0003382237,0.0003511948,0.0001467632,0.0007158936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001106231,"about_ca_system_score_gemma":0.00001951393,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0543002,"about_ca_topic_score_gemma":0.03784945,"domain_scores_codex":[0.9982058,0.0001522673,0.0003659869,0.0005479704,0.0002234793,0.0005044903],"domain_scores_gemma":[0.9984471,0.0008728917,0.00007791514,0.0002272665,0.0001368278,0.000238067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005146674,0.0001307756,0.378312,0.00001823481,0.00001617947,0.00001343697,0.0001906879,0.0002837968,0.5095654,0.00001746324,0.1104483,0.0004891068],"study_design_scores_gemma":[0.0008916829,0.0009050725,0.2051599,0.0006256313,0.00006087349,0.00008097752,0.0002636776,0.01513144,0.005811218,0.0001541661,0.76931,0.001605313],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884998,0.0002220178,0.0003885955,0.0005739105,0.001445552,0.0004565663,0.00827234,0.00006413722,0.00007706853],"genre_scores_gemma":[0.9773151,0.0000106233,0.001519896,0.0004138721,0.0005030115,0.000006541117,0.01984954,0.00000508452,0.0003762919],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6588617,"threshold_uncertainty_score":0.9797073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7091327941776021,"score_gpt":0.3123829185187427,"score_spread":0.3967498756588594,"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."}}