{"id":"W4213408005","doi":"","title":"How to add a biodiversity survey to an already existing national pedologic survey? Case study of the french soil quality monitoring network","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Invertebrate Taxonomy and Ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"","keywords":"Biodiversity; Soil survey; Quality (philosophy); Environmental resource management; Computer science; Environmental science; Soil water; Ecology; Soil science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00768978,0.0005742449,0.0003694661,0.002361414,0.002065894,0.001807422,0.001067118,0.001676862,0.002231235],"category_scores_gemma":[0.00892062,0.0002462864,0.0005081865,0.00333311,0.0006261101,0.001369938,0.001692803,0.0007600884,0.0003816136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005867546,"about_ca_system_score_gemma":0.005912885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2824174,"about_ca_topic_score_gemma":0.3325799,"domain_scores_codex":[0.9958245,0.002504352,0.0001279644,0.0003239466,0.0005237144,0.0006955068],"domain_scores_gemma":[0.9911737,0.003191117,0.0006256683,0.000897265,0.002301897,0.001810338],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009175829,0.001092908,0.5763422,0.000855097,0.0003004073,0.009762945,0.01169557,0.02337095,0.008638238,0.006444287,0.01847693,0.3421029],"study_design_scores_gemma":[0.0001649065,0.001311498,0.7634503,0.0006869607,0.0003150593,0.00327202,0.0258901,0.0261986,0.004838401,0.002338356,0.1713698,0.0001640245],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9415325,0.002051763,0.01399781,0.01322798,0.0001889293,0.0006721173,0.00250845,0.0005050839,0.02531537],"genre_scores_gemma":[0.9647945,0.000822413,0.02693225,0.0008135443,0.000091199,0.0002362726,0.00127308,0.00006811476,0.004968633],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2824174,"threshold_uncertainty_score":0.5615472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1445760697088274,"score_gpt":0.2841501322500627,"score_spread":0.1395740625412353,"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."}}