{"id":"W3096389160","doi":"10.1130/abs/2020am-355089","title":"TOUGH BRACHS TO CRACK: IDENTIFYING PREDATION AS A DRIVER OF DEVONIAN BRACHIOPOD COMMUNITY STRUCTURE","year":2020,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Devonian; Predation; Geology; Paleontology; Community structure; Computer science; Ecology; Biology","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":[0.0001124105,0.0002343857,0.0004799822,0.00002193337,0.000126921,0.00003727041,0.0003500815,0.0001660118,0.0002509426],"category_scores_gemma":[0.00006950516,0.0001839749,0.000213674,0.0006363841,0.0002883195,0.0001712787,0.00009773856,0.0005624077,0.0000170391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002940968,"about_ca_system_score_gemma":0.00002403455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00147976,"about_ca_topic_score_gemma":0.00007419597,"domain_scores_codex":[0.9985765,0.00008233559,0.0004503035,0.0002236876,0.0003524447,0.0003147299],"domain_scores_gemma":[0.9990816,0.0001016076,0.0002091634,0.0002514187,0.0001338634,0.0002223444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005746428,0.001687223,0.1144755,0.001910443,0.003536602,0.00003377231,0.05755256,0.3340408,0.08912975,0.0001088297,0.006016819,0.3909331],"study_design_scores_gemma":[0.003009983,0.01111357,0.8248913,0.0004766055,0.001047308,0.00003211065,0.01702688,0.07788687,0.03688087,0.001684945,0.02334903,0.00260048],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800727,0.00006474767,0.0178186,0.0008080354,0.00001589085,0.0003959632,0.00001491989,0.0002118377,0.0005972869],"genre_scores_gemma":[0.9507836,0.00001831206,0.0483564,0.000676554,0.00003483589,0.00001280276,0.00007588948,0.00002054542,0.00002108259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7104159,"threshold_uncertainty_score":0.7502277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02420222938886962,"score_gpt":0.2388993939042061,"score_spread":0.2146971645153365,"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."}}