{"id":"W3120640524","doi":"10.1126/science.abd7926","title":"Tracking, targeting, and conserving soil biodiversity","year":2021,"lang":"en","type":"article","venue":"Science","topic":"Invertebrate Taxonomy and Ecology","field":"Agricultural and Biological Sciences","cited_by":340,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Biodiversity; Environmental science; Tracking (education); Biology; Ecology; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000295386,0.000045065,0.00006146642,0.000005698415,0.0007342417,0.00005874543,0.0001523441,0.00002887503,0.0008203828],"category_scores_gemma":[0.0001084065,0.00001892821,0.00001593357,0.0003059867,0.000429605,0.0001996669,0.0001600534,0.00005055117,0.00006956625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001100394,"about_ca_system_score_gemma":0.00003395635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001007285,"about_ca_topic_score_gemma":0.0006536492,"domain_scores_codex":[0.9993837,0.00002176969,0.00005771429,0.0002366601,0.00008763083,0.0002125481],"domain_scores_gemma":[0.9997559,0.00004144066,0.00002580008,0.00002499112,0.00007877279,0.00007305125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00000319033,0.00003145771,0.4128098,0.000003633614,0.000002010946,0.00004424725,0.0001788128,0.000001312063,0.5730587,0.0003091673,0.001647248,0.01191051],"study_design_scores_gemma":[0.00008311385,0.0000584717,0.8667415,0.0000046981,0.000004143889,0.00005153055,0.001129343,0.0001919577,0.09345823,0.0004668706,0.03764431,0.0001657674],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967746,0.0001217944,0.00000136131,0.001249397,0.0001391253,0.00002258844,0.000004555138,0.00002275028,0.001663816],"genre_scores_gemma":[0.9987773,0.00002395602,0.0001116825,0.0008853546,0.00003082343,6.57318e-7,0.00000316576,6.207829e-8,0.0001670339],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4796004,"threshold_uncertainty_score":0.8982616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02195739524002393,"score_gpt":0.1960121391803143,"score_spread":0.1740547439402904,"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."}}