{"id":"W4406526072","doi":"10.1016/j.earscirev.2025.105045","title":"Thickness of the stratigraphic record of Britain: How the fidelity of geological and fossil data is unrelated to rock quantity","year":2025,"lang":"en","type":"article","venue":"Earth-Science Reviews","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Environment Research Council","keywords":"Geology; Geologic record; Fossil Record; Paleontology; Fidelity; Archaeology; Geography; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004794853,0.0001183545,0.0003913408,0.00004704531,0.0002186649,0.00005309863,0.003454632,0.0000658239,0.0000139534],"category_scores_gemma":[0.003201617,0.00006159134,0.00008220708,0.002194842,0.0006566261,0.0002791603,0.001660303,0.0002037488,0.000001174846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003726406,"about_ca_system_score_gemma":0.0002119707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001110979,"about_ca_topic_score_gemma":0.0001077948,"domain_scores_codex":[0.9981452,0.0003119932,0.0004937879,0.0005054667,0.0003227657,0.0002207445],"domain_scores_gemma":[0.9970534,0.0002438161,0.0003704165,0.002009474,0.000271885,0.00005099536],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0000434323,0.0004383653,0.1077589,0.002899326,0.00008086327,0.000004449987,0.003105709,0.0003773353,0.3924439,0.1316983,0.01130121,0.3498483],"study_design_scores_gemma":[0.0005386934,0.0004204055,0.4964204,0.002695951,0.0001041733,0.00004584415,0.0004482828,0.04073377,0.1605008,0.02728849,0.2701533,0.0006499938],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3469912,0.02599052,0.5340151,0.08231742,0.0007789268,0.002604977,0.00005289873,0.00006000004,0.00718896],"genre_scores_gemma":[0.9877892,0.001188744,0.01036935,0.0003187515,0.000006597395,0.000006096502,4.476892e-7,5.834237e-7,0.0003202928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6407979,"threshold_uncertainty_score":0.6419623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0682358490202387,"score_gpt":0.300335049181772,"score_spread":0.2320992001615332,"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."}}