{"id":"W4410967118","doi":"10.1038/s42003-025-08043-6","title":"Palaeo-bioinspiration draws on the fossil record to advance innovation","year":2025,"lang":"en","type":"review","venue":"Communications Biology","topic":"Paleontology and Stratigraphy of Fossils","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"MPB Technologies & Communications (Canada)","funders":"","keywords":"Fossil Record; Geography; History; Archaeology; Paleontology; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.00136061,0.0007911665,0.001125541,0.004158654,0.0004160911,0.00153401,0.0009041224,0.00164215,0.004307316],"category_scores_gemma":[0.002414812,0.0002644075,0.0005528784,0.003866558,0.001203409,0.002988275,0.001195049,0.002532691,0.002167444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001106084,"about_ca_system_score_gemma":0.002261655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002082406,"about_ca_topic_score_gemma":0.003195118,"domain_scores_codex":[0.9996125,0.00008058689,0.00004821048,0.00005518956,0.0001632665,0.00004023567],"domain_scores_gemma":[0.9987652,0.0007451376,0.00009560404,0.00004978483,0.0002546817,0.00008962167],"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":[0.00004175187,0.00003681176,0.0002249593,0.02351431,0.00009032545,0.0002012352,0.0002279072,0.0003353835,0.0007727472,0.0236679,0.04195818,0.9089286],"study_design_scores_gemma":[0.000003970178,0.00002157547,0.0004560869,0.004276815,0.00003842387,0.000364694,0.00006775999,0.00002339598,0.00008967277,0.003487916,0.9911609,0.000008782197],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000528488,0.9978445,0.0001114124,0.0005882629,0.0002578499,0.000002568375,0.00001105891,0.000006041168,0.001125513],"genre_scores_gemma":[0.0005875388,0.9982556,0.0001509496,0.0003198798,0.0002313107,0.000003921095,0.00001743727,0.000002451097,0.0004309004],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004307316,"threshold_uncertainty_score":0.01440948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09943236461882671,"score_gpt":0.3630756412173191,"score_spread":0.2636432765984924,"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."}}