{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009146058,0.0002024498,0.000210463,0.002351112,0.0002668867,0.001330539,0.0004631267,0.0002082164,0.001441052],"category_scores_gemma":[0.009174026,0.0003028042,0.0002061823,0.003296885,0.0009063256,0.0008383944,0.0009765332,0.0001901722,0.0002827732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004912447,"about_ca_system_score_gemma":0.0001925636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02239512,"about_ca_topic_score_gemma":0.04367671,"domain_scores_codex":[0.9992248,0.0002773142,0.00008701714,0.0001860211,0.0001492838,0.00007554032],"domain_scores_gemma":[0.9960913,0.001459229,0.001149611,0.0008442754,0.0003002778,0.0001552976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005298483,0.000004518824,0.9847789,0.00005084933,0.0001348318,0.00009318257,0.001073275,0.001183611,0.001558918,0.0005106676,0.0000971907,0.01046108],"study_design_scores_gemma":[7.351132e-7,0.0000058909,0.9988202,0.000007857279,0.00001227597,0.00004801027,0.000127006,0.0004978973,0.00009363166,0.00009129632,0.0002925561,0.000002522523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963709,0.0003868628,0.0007066341,0.00003420846,0.000002307648,0.000003317731,0.0004509821,0.00001471172,0.002030157],"genre_scores_gemma":[0.9992648,0.00007754306,0.0002075049,0.000003313001,0.000002003969,0.000002227224,0.000290564,0.000006986746,0.0001450434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02239512,"threshold_uncertainty_score":0.04452956,"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."}}