{"id":"W3045237724","doi":"10.1017/s1089332600002813","title":"The Role of Biology in the Fossilization of Embryos and Other Soft-Bodied Organisms: Microbial Biofilms and Lagerstätten","year":2014,"lang":"en","type":"article","venue":"The Paleontological Society Papers","topic":"Cephalopods and Marine Biology","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Alberta Innovates Bio Solutions","keywords":"Fossilization; Biology; Integumentary system; Taphonomy; Biofilm; Organism; Annelid; Ecology; Anatomy; Bacteria; Paleontology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006347676,0.000100748,0.0001776947,0.000002143686,0.0002186757,0.00001529718,0.0002638366,0.0001453857,0.00003989431],"category_scores_gemma":[0.0001075143,0.00002349626,0.00007241769,0.0001078314,0.0008021077,0.00001222341,0.00008115111,0.0001029277,6.01077e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003760769,"about_ca_system_score_gemma":0.000003236877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005429463,"about_ca_topic_score_gemma":0.002921496,"domain_scores_codex":[0.999099,0.0002911267,0.0001913589,0.000169909,0.00005671937,0.0001919477],"domain_scores_gemma":[0.9987221,0.001056453,0.0001123939,0.00006573015,0.00002078238,0.00002252904],"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":[0.00004493027,0.00004354167,0.1531559,0.000005061268,0.00002192078,7.103971e-8,0.001119201,3.683252e-7,0.7093607,0.007798638,0.0000327181,0.1284169],"study_design_scores_gemma":[0.000447082,0.000611894,0.9150178,0.000007925331,0.00003128008,0.00001076971,0.01194512,0.0001508915,0.001420123,0.005848199,0.06433816,0.0001706835],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939326,0.0008520823,0.000004392196,0.002454209,0.00002847847,0.0001922497,0.00001082425,0.00001033664,0.002514809],"genre_scores_gemma":[0.9988738,0.0003525981,0.00004598402,0.0006415069,0.00005374724,0.000008370504,0.000005170561,5.767771e-7,0.00001821124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7618619,"threshold_uncertainty_score":0.2955399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007323138749398883,"score_gpt":0.2006208887732037,"score_spread":0.1932977500238048,"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."}}