{"id":"W4221107110","doi":"10.1101/2022.03.23.485445","title":"Keratose sponges in ancient carbonates – a problem of interpretation","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Paleontology and Stratigraphy of Fossils","field":"Earth and Planetary Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre de Géomatique du Québec","funders":"","keywords":"Sponge spicule; Sponge; Facies; Paleontology; Geology; Carbonate; Sedimentary structures; Interpretation (philosophy); Diagenesis; Extinction event; Chemistry; Computer science","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":[0.007180203,0.0003905784,0.0003869477,0.004262622,0.001376677,0.004681696,0.002231785,0.001384792,0.002875718],"category_scores_gemma":[0.02167399,0.0003507924,0.0002083133,0.002299726,0.008053222,0.002988697,0.002828639,0.001395223,0.0008503303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104757,"about_ca_system_score_gemma":0.0007646129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003870244,"about_ca_topic_score_gemma":0.006679319,"domain_scores_codex":[0.9957195,0.001757856,0.0008103703,0.0006909919,0.0008703743,0.000150938],"domain_scores_gemma":[0.9825675,0.007305128,0.002701589,0.002679329,0.004272686,0.0004737628],"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":[0.001114555,0.0001017157,0.2886828,0.008619396,0.0005751267,0.01950436,0.04801448,0.001685522,0.01839928,0.06972906,0.0317051,0.5118687],"study_design_scores_gemma":[0.00006530706,0.0002754813,0.3658348,0.005583692,0.0004485222,0.03832601,0.04264696,0.005288828,0.007719432,0.09820324,0.4353647,0.000243018],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6546499,0.1573443,0.03562229,0.04804152,0.01071352,0.000238706,0.001863715,0.0006861397,0.09084],"genre_scores_gemma":[0.9732736,0.009240244,0.006944417,0.003367725,0.003539778,0.00003284787,0.0002735082,0.00008303424,0.003244936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007180203,"threshold_uncertainty_score":0.03797299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079490530693749,"score_gpt":0.2069727997433606,"score_spread":0.1961778944364231,"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."}}