{"id":"W4294843893","doi":"10.1371/journal.pone.0272778","title":"Sexual reproduction and auxospore development in the diatom Biddulphia biddulphiana","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"Natural Sciences and Engineering Research Council of Canada; Mount Allison University; University of Texas at Austin; National Science Foundation","keywords":"Biology; Sexual reproduction; Reproduction; Evolutionary biology; Frustule; Morphology (biology); Phylogenetic tree; Diatom; Zoology; Botany; Genetics; Gene","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001463038,0.00007332976,0.0001221369,0.00009316745,0.0002861144,0.00007069483,0.0002360576,0.00001663945,0.0005068121],"category_scores_gemma":[0.00007539932,0.00005638687,0.000007902069,0.0003141878,0.00005168292,0.00009636692,0.0002281322,0.0001666249,0.00005965121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005874509,"about_ca_system_score_gemma":0.00009000751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000146384,"about_ca_topic_score_gemma":0.00005413944,"domain_scores_codex":[0.9984801,0.0001288803,0.0001663521,0.000336628,0.0006459239,0.0002421481],"domain_scores_gemma":[0.9995698,0.00004235984,0.00004113645,0.0002800587,0.00002625836,0.00004043751],"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":[0.0001818384,0.005854141,0.107946,0.0003754522,0.00008411856,0.0001449055,0.01683755,0.00006491379,0.8392864,0.003761564,0.002846894,0.02261623],"study_design_scores_gemma":[0.002249829,0.0009594458,0.5544659,0.0001462726,0.00007893011,0.00006004453,0.01347356,0.0007488213,0.3885034,0.002048898,0.03612037,0.001144454],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997333,0.0003734724,0.000001684968,0.001716595,0.00004780146,0.000256791,0.000008400909,0.00003141922,0.0002308034],"genre_scores_gemma":[0.9985484,0.00002522888,0.0006146028,0.0001189987,0.00008493603,0.0001530621,0.00001070433,0.00001013332,0.0004339494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.450783,"threshold_uncertainty_score":0.5549237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06398027569721199,"score_gpt":0.2600125388238365,"score_spread":0.1960322631266245,"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."}}