{"id":"W3184258482","doi":"10.1111/ibi.12997","title":"The reuse of avian samples: opportunities, pitfalls, and a solution","year":2021,"lang":"en","type":"article","venue":"Ibis","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Grantová Agentura České Republiky","keywords":"Reuse; Metadata; Sample (material); Data science; Computer science; Globe; World Wide Web; Ecology; Biology","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1115173,0.001727645,0.001891043,0.006898184,0.006381844,0.01327188,0.008964138,0.006955372,0.00753775],"category_scores_gemma":[0.2165136,0.001483085,0.001835391,0.01007397,0.01371536,0.02949147,0.01303468,0.007899451,0.004095069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004530104,"about_ca_system_score_gemma":0.01519457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01371349,"about_ca_topic_score_gemma":0.0184863,"domain_scores_codex":[0.8847869,0.05573715,0.0122676,0.01125375,0.03368622,0.00226838],"domain_scores_gemma":[0.5671917,0.2325214,0.03520368,0.09103474,0.06540531,0.00864307],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008235755,0.0005549865,0.05704899,0.00858508,0.0004005115,0.003260254,0.01953868,0.001744081,0.005717718,0.07222822,0.120007,0.7100909],"study_design_scores_gemma":[0.0001126496,0.0004054483,0.0170995,0.01686018,0.0003230813,0.006300617,0.0441048,0.004313284,0.00947781,0.1910056,0.7094797,0.0005173305],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.07049339,0.05696603,0.3432698,0.4764797,0.01115288,0.002246378,0.005011268,0.003407022,0.03097353],"genre_scores_gemma":[0.2301267,0.03595293,0.6377967,0.06287116,0.006938634,0.003389896,0.006139954,0.002778409,0.01400554],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8884826,"threshold_uncertainty_score":0.5897672,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03528056158201914,"score_gpt":0.2362683701870672,"score_spread":0.2009878086050481,"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."}}