{"id":"W4407122065","doi":"10.1098/rspb.2024.2123","title":"Ancient frameworks as modern templates: exploring reef rubble consolidation in an ancient reef system","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Royal Society B Biological Sciences","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Deutscher Akademischer Austausch Dienst Kairo; Natural Sciences and Engineering Research Council of Canada; Friedrich-Alexander-Universität Erlangen-Nürnberg; European Commission; Geological Society of America","keywords":"Rubble; Reef; Geology; Coral reef; Natural (archaeology); Paleontology; Ecology; Oceanography; Biology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002493878,0.0001535964,0.0003157098,0.001176158,0.000910993,0.001460877,0.0004894954,0.0003472402,0.002244969],"category_scores_gemma":[0.001127474,0.0002503366,0.0002541828,0.001551931,0.002964387,0.001441889,0.002020743,0.0004588637,0.0001626333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346786,"about_ca_system_score_gemma":0.0007973679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01912933,"about_ca_topic_score_gemma":0.05763296,"domain_scores_codex":[0.9998462,0.00003469369,0.000006075119,0.00004726683,0.00002787626,0.00003786983],"domain_scores_gemma":[0.9997422,0.00005136258,0.00008884498,0.00003015186,0.00002640094,0.00006105906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004451873,0.000133364,0.7585617,0.0005102075,0.0003063472,0.001593834,0.05030192,0.01470554,0.05192241,0.02908257,0.0005271417,0.09190982],"study_design_scores_gemma":[0.000005832918,0.00009811036,0.966282,0.00003182232,0.00005604947,0.0003339987,0.01308299,0.01041213,0.0007458374,0.006370874,0.002549632,0.00003067256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966577,0.0002439148,0.0008679226,0.00003996891,9.904181e-7,0.000004175554,0.00003871947,0.000007218193,0.002139443],"genre_scores_gemma":[0.9991524,0.00008073544,0.000571564,0.000006655182,6.475796e-7,0.00000175632,0.00002131542,0.000004452344,0.0001603985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01912933,"threshold_uncertainty_score":0.03803599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04045935223986586,"score_gpt":0.2574054775016433,"score_spread":0.2169461252617775,"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."}}