{"id":"W4407281527","doi":"10.1016/j.orggeochem.2025.104948","title":"Biomarker signatures in host rocks and their co-occurring fossil plants from northern Scotland","year":2025,"lang":"en","type":"article","venue":"Organic Geochemistry","topic":"Geology and Paleoclimatology Research","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Natural Resources","funders":"University of Aberdeen","keywords":"Biomarker; Geology; Host (biology); Geochemistry; Paleontology; Earth science; Biology; Ecology; Genetics","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":[0.0001580284,0.0002028997,0.000307059,0.002300472,0.0008855665,0.0009345645,0.0003644537,0.0003010744,0.001430153],"category_scores_gemma":[0.0004916349,0.0002074572,0.000178214,0.001628803,0.0005290376,0.0003467855,0.0007515344,0.0001725084,0.0003683727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006520576,"about_ca_system_score_gemma":0.0004392883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1136898,"about_ca_topic_score_gemma":0.2085024,"domain_scores_codex":[0.9998277,0.000009576898,0.00001540549,0.00003778576,0.0000465104,0.00006303014],"domain_scores_gemma":[0.9996062,0.00004539416,0.0001184792,0.00001622455,0.0001373451,0.00007640039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003539209,0.00003646014,0.8824725,0.0001157926,0.00005625922,0.001100895,0.003718413,0.0001222857,0.09541105,0.00009555268,0.0001372799,0.01637956],"study_design_scores_gemma":[0.000003334796,0.00004472401,0.9957427,0.000008827677,0.00001597017,0.0003929886,0.001652087,0.00007785811,0.001189247,0.00001358106,0.0008539032,0.000004667136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991603,0.0001562941,0.00005811549,0.000009817318,0.00000239445,0.000002402543,0.0002233378,0.000004150548,0.0003831325],"genre_scores_gemma":[0.999081,0.00009793962,0.0001132396,0.00001348964,0.000002236046,0.000002311928,0.0002435123,0.000003370219,0.0004429618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1136898,"threshold_uncertainty_score":0.2260562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008229198873878938,"score_gpt":0.2245321779167948,"score_spread":0.2163029790429159,"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."}}