{"id":"W4388982115","doi":"10.1111/mec.17208","title":"Insights into Ecological & Evolutionary Processes via community metabarcoding","year":2023,"lang":"en","type":"editorial","venue":"Molecular Ecology","topic":"Environmental DNA in Biodiversity Studies","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Science Foundation","keywords":"Biology; Ecology; Molecular ecology; Evolutionary biology; Ecological genetics; Computational biology; Population","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":[0.00281843,0.00115948,0.001620352,0.005582762,0.001154779,0.00550561,0.001786807,0.002219469,0.01097772],"category_scores_gemma":[0.009396171,0.0005320251,0.00132597,0.005019857,0.001039382,0.004675772,0.003581308,0.003088977,0.003994632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001224949,"about_ca_system_score_gemma":0.00146497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001322771,"about_ca_topic_score_gemma":0.002982055,"domain_scores_codex":[0.998562,0.0002887531,0.0001506221,0.0004486108,0.0004213177,0.0001287058],"domain_scores_gemma":[0.9950138,0.002190977,0.0009350332,0.000462777,0.0008350564,0.000562362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001696698,0.00008410573,0.01135976,0.005679894,0.0008545083,0.0006798523,0.001216049,0.00261119,0.02238741,0.03210313,0.3522247,0.5706298],"study_design_scores_gemma":[0.00001480217,0.00008278151,0.0128692,0.001105378,0.0002093718,0.0007069063,0.0004674754,0.005516931,0.004111711,0.04648003,0.9282681,0.0001673877],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"editorial","genre_scores_codex":[0.0342061,0.3483914,0.3279922,0.09236881,0.1129286,0.0003828,0.03745349,0.008538095,0.03773848],"genre_scores_gemma":[0.1286432,0.2921176,0.3757709,0.03012677,0.08097401,0.0007683373,0.04189638,0.006581154,0.0431217],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.01097772,"threshold_uncertainty_score":0.03672409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01591471584268822,"score_gpt":0.2419488555997933,"score_spread":0.2260341397571051,"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."}}