{"id":"W6893033323","doi":"10.5281/zenodo.13466830","title":"Limitations, lack of standardization, and recommended best practices in studies of renewable energy effects on birds and bats","year":2021,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Bat Biology and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Population; Work (physics); Context (archaeology); Data collection; Statistical analysis; Renewable energy","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.4593831,0.001555152,0.003048284,0.02371098,0.003308945,0.01139483,0.009307774,0.002439549,0.01009878],"category_scores_gemma":[0.6913714,0.002203419,0.004098559,0.03453185,0.008185598,0.008812034,0.00864345,0.004200347,0.002791106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006129398,"about_ca_system_score_gemma":0.03205702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02641675,"about_ca_topic_score_gemma":0.03343162,"domain_scores_codex":[0.4637139,0.2884783,0.1381206,0.01738967,0.0894381,0.002859462],"domain_scores_gemma":[0.151802,0.4909089,0.06464872,0.1286903,0.1608678,0.00308235],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000961958,0.0006092063,0.06246424,0.09704775,0.002653259,0.0003787879,0.0215552,0.002875483,0.002827967,0.02542199,0.126181,0.6570231],"study_design_scores_gemma":[0.0004633814,0.0006140695,0.1424858,0.183485,0.002212945,0.0005941413,0.01776461,0.002179299,0.004479862,0.03654035,0.6086544,0.0005261446],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.09951056,0.1040141,0.360263,0.1140879,0.02755294,0.08324907,0.08250644,0.003906808,0.1249092],"genre_scores_gemma":[0.2687949,0.03233249,0.5100581,0.02903972,0.004699542,0.1275333,0.01805648,0.002164707,0.007320772],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5406169,"threshold_uncertainty_score":0.666677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1854719097381659,"score_gpt":0.3122876636492735,"score_spread":0.1268157539111076,"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."}}