{"id":"W4415464632","doi":"10.1038/s41558-025-02464-1","title":"Polyploidization in diatoms accelerates adaptation to warming","year":2025,"lang":"en","type":"article","venue":"Nature Climate Change","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Simons Foundation","keywords":"Diatom; Adaptation (eye); Ploidy; Acclimatization; Global warming; Algae; Climate change","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":[0.0004353457,0.0001056529,0.0001404252,0.0003320437,0.00009206275,0.0001327655,0.0001943518,0.0001657737,0.0001833162],"category_scores_gemma":[0.0001530604,0.0000945952,0.00002398185,0.0007850768,0.00001615581,0.0003046354,0.0001356709,0.0002082937,0.0001040072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008999147,"about_ca_system_score_gemma":0.00003172627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001289284,"about_ca_topic_score_gemma":0.0003403614,"domain_scores_codex":[0.9988973,0.00005028359,0.0001679327,0.0002825675,0.0002202381,0.0003817334],"domain_scores_gemma":[0.9995911,0.00007275747,0.00003497855,0.0001532217,0.0000875035,0.00006043545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002561926,0.0003300532,0.03522708,0.0005552215,0.000009750421,0.00004680917,0.00798908,0.000159845,0.8538783,0.038236,0.002447668,0.06086406],"study_design_scores_gemma":[0.001766069,0.0001780341,0.1536878,0.001078373,0.00002337939,0.000002646646,0.003896015,0.007241957,0.8085755,0.001735714,0.02096499,0.000849527],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928151,0.001043332,0.00007435634,0.003492818,0.0005548206,0.0004256974,0.00003705678,0.00008128453,0.001475498],"genre_scores_gemma":[0.9970629,0.0002908784,0.0003689239,0.001871607,0.0001447708,0.0001340402,0.00002923723,0.00001266682,0.0000850337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1184607,"threshold_uncertainty_score":0.385748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04085098308721802,"score_gpt":0.3431128009747245,"score_spread":0.3022618178875064,"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."}}