{"id":"W2051992282","doi":"10.1080/01490451003702941","title":"Silica Use Through Time: Macroevolutionary Change in the Morphology of the Diatom Fustule","year":2010,"lang":"en","type":"article","venue":"Geomicrobiology Journal","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"","keywords":"Diatom; Morphology (biology); Biology; Ecology; Evolutionary biology; Paleontology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001276021,0.0001089696,0.0001962183,0.00005589421,0.0002438565,0.0000450742,0.0009093996,0.0001585267,0.001740786],"category_scores_gemma":[0.0001474106,0.00005549869,0.0001006275,0.0001731327,0.0006714872,0.000202799,0.0002670276,0.0007489003,0.0002572176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002151995,"about_ca_system_score_gemma":0.0001141174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002824125,"about_ca_topic_score_gemma":0.0001354565,"domain_scores_codex":[0.9985093,0.0004474066,0.0003010513,0.0001775557,0.0001066663,0.0004579649],"domain_scores_gemma":[0.9991043,0.0002541362,0.000174074,0.0003506725,0.00008171552,0.00003512218],"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":[0.00002838302,0.00008766368,0.04236528,0.000002771896,0.000005872834,0.00001728019,0.0004198196,0.000004513297,0.9501427,0.0005790778,0.006212838,0.0001337488],"study_design_scores_gemma":[0.001209394,0.0001690339,0.8586034,0.0000285516,0.00002154064,0.005131123,0.0001523419,0.00004131414,0.09722816,0.002719027,0.03446213,0.0002339775],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952784,0.0001919659,0.000005263691,0.003366065,0.0007436975,0.0001980957,0.00007139494,0.000006629538,0.0001385344],"genre_scores_gemma":[0.998237,0.0000757449,0.0003533232,0.000912444,0.0002756665,0.00001411422,0.000004492279,0.000008497783,0.0001187835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8529146,"threshold_uncertainty_score":0.9991717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02362398222911212,"score_gpt":0.2785018015682779,"score_spread":0.2548778193391658,"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."}}