{"id":"W1970728098","doi":"10.3372/cediatom.114","title":"Diatom taxonomy: morphology, molecules and barcodes","year":2007,"lang":"en","type":"article","venue":"","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Allison University","funders":"","keywords":"Diatom; Taxonomy (biology); Morphology (biology); Computer science; Zoology; Biology; Ecology","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":[0.0006387371,0.00006729358,0.00009175054,0.00005613227,0.00006858972,0.00007076162,0.0001185081,0.00003824472,0.001193361],"category_scores_gemma":[0.00003727704,0.0000507134,0.00001714744,0.0000674468,0.0001577443,0.00009577449,0.000114955,0.00004896185,0.0003172472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001013167,"about_ca_system_score_gemma":0.00002321009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001996996,"about_ca_topic_score_gemma":0.00004362285,"domain_scores_codex":[0.999249,0.00002052488,0.0001086682,0.0001921231,0.0001157249,0.0003139299],"domain_scores_gemma":[0.9996147,0.00009035411,0.00001764261,0.0001286719,0.00002539921,0.0001232948],"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":[0.00002220924,0.00005649707,0.01543136,0.00001496029,0.000004515232,0.00007594431,0.00003706038,0.000002564998,0.9273852,0.03787206,0.002471172,0.01662643],"study_design_scores_gemma":[0.0004219722,0.00009615801,0.05646885,0.000008781173,0.000005221196,0.00003489175,0.0003015353,0.0001517404,0.8972688,0.001421242,0.04357093,0.0002498173],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745984,0.000254092,0.005036762,0.0002048247,0.00005634542,0.0001021402,0.000004384563,0.00005595701,0.01968709],"genre_scores_gemma":[0.9903737,0.00002913538,0.008615861,0.0002026581,0.0000452096,0.000009709578,0.000001031356,0.000006860892,0.0007158761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04109976,"threshold_uncertainty_score":0.9997197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02763800122574559,"score_gpt":0.283933899080163,"score_spread":0.2562958978544174,"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."}}