{"id":"W2986747110","doi":"10.1111/evo.13869","title":"Digest: Fossils, evolutionary models, and diatoms*","year":2019,"lang":"en","type":"letter","venue":"Evolution","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Biology; Adaptation (eye); Lineage (genetic); Evolutionary biology; Diatom; Ecology; Parallel evolution; Phylogenetics; Gene","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003651741,0.0003268028,0.0003826756,0.0002248173,0.0002205607,0.0001880207,0.0003787243,0.0007061281,0.0003328266],"category_scores_gemma":[0.00005563326,0.00029736,0.0001081657,0.0001658912,0.0002003019,0.0006052651,0.000276008,0.0009351533,0.001500687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003655265,"about_ca_system_score_gemma":0.0003370089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000521916,"about_ca_topic_score_gemma":0.000006304435,"domain_scores_codex":[0.9971758,0.0001720809,0.0003087957,0.000751384,0.0008513783,0.0007405237],"domain_scores_gemma":[0.9989161,0.0001535211,0.000152839,0.0005622662,0.0001336176,0.00008167027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001171869,0.0000238153,0.0003806277,0.0001972841,0.00001140769,0.00004114455,0.00003012885,0.00007725835,0.001718493,0.001614492,0.9956288,0.000264802],"study_design_scores_gemma":[0.0005483724,0.0001382591,0.007529514,0.0002490503,0.00005538556,0.00007234635,0.00002210619,0.01022525,0.0001885823,0.01633604,0.9637612,0.0008738681],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.153721,0.05465311,0.006584628,0.7282258,0.008362047,0.003499968,0.001769025,0.001281989,0.04190239],"genre_scores_gemma":[0.7159057,0.001862805,0.002345746,0.2018772,0.02072918,0.0004513634,0.001710132,0.0004528625,0.05466501],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5621847,"threshold_uncertainty_score":0.9999478,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02244897165223948,"score_gpt":0.2538454650547108,"score_spread":0.2313964934024713,"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."}}