{"id":"W3035105274","doi":"10.1098/rstb.2019.0638","title":"The critical importance of experimentation in biomarker-based trophic ecology","year":2020,"lang":"en","type":"article","venue":"Philosophical Transactions of the Royal Society B Biological Sciences","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Trophic level; Ecology; Biology; Ecosystem","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":[0.2252925,0.00218596,0.003094109,0.002587787,0.002632607,0.005715554,0.006566197,0.009674674,0.006992065],"category_scores_gemma":[0.2960634,0.001162213,0.00214995,0.002990485,0.02047343,0.01939716,0.008765149,0.01153892,0.002546469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003793465,"about_ca_system_score_gemma":0.01283169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002840193,"about_ca_topic_score_gemma":0.002823519,"domain_scores_codex":[0.7895632,0.1705062,0.007728596,0.01222903,0.01781095,0.002162103],"domain_scores_gemma":[0.5284017,0.3518752,0.01556808,0.07300991,0.02475664,0.006388406],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002516839,0.004032163,0.05593093,0.01915156,0.002743935,0.001435212,0.007295217,0.006511837,0.03343537,0.3043374,0.04343616,0.5191734],"study_design_scores_gemma":[0.0006629055,0.005625544,0.02720485,0.00885887,0.0005162685,0.0015008,0.004864147,0.00423383,0.00923779,0.634285,0.3025656,0.0004444028],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06700288,0.07888374,0.4811683,0.2535734,0.01485679,0.01004078,0.002518221,0.001221192,0.09073468],"genre_scores_gemma":[0.2537808,0.0293912,0.6141315,0.07437343,0.005162684,0.01675361,0.0009130473,0.0005853835,0.004908351],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2252925,"threshold_uncertainty_score":0.9553523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05640890444208836,"score_gpt":0.3022392817503433,"score_spread":0.2458303773082549,"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."}}