{"id":"W7133058434","doi":"","title":"Cambrian Bivalved Mandibulates (Arthropoda) from the Burgess Shale: Ecology and Evolution","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fossil Record; Carapace; Taphonomy; Paleoecology; Origination; Taxon; Paleobiology; Morphology (biology); Arthropod","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00008931842,0.0002674655,0.0001602408,0.001032771,0.0009446852,0.001042738,0.0003621372,0.0003583912,0.002301359],"category_scores_gemma":[0.00009932449,0.0001473105,0.000109029,0.0009405535,0.0007724775,0.0003077225,0.0005345025,0.00040936,0.0006667398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001016989,"about_ca_system_score_gemma":0.0005754484,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03422061,"about_ca_topic_score_gemma":0.1384449,"domain_scores_codex":[0.9999589,0.000002443851,0.00000178693,0.00001300095,0.00001210372,0.00001174448],"domain_scores_gemma":[0.999953,0.000006221102,0.00001286444,0.000001785567,0.0000140032,0.00001216039],"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":[0.0001890491,0.0001102414,0.3251046,0.00107436,0.00005518911,0.001663824,0.01942996,0.0005466948,0.0915926,0.002556708,0.00551759,0.5521592],"study_design_scores_gemma":[0.000002257631,0.00008905059,0.9727405,0.0001197322,0.00001207806,0.0007169966,0.001582955,0.000110698,0.0009903971,0.0001972204,0.02342697,0.0000110896],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9521995,0.02831144,0.0004549565,0.0004213637,0.0000285654,0.00003082495,0.0002889889,0.00002498991,0.0182393],"genre_scores_gemma":[0.9285725,0.0406648,0.002374692,0.0002773318,0.00008144137,0.00003381723,0.001255088,0.0000153551,0.02672492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9657794,"threshold_uncertainty_score":0.06804281,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02390452134168419,"score_gpt":0.3070394043517731,"score_spread":0.2831348830100889,"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."}}