{"id":"W2054503339","doi":"10.11646/phytotaxa.82.1.2","title":"New diatoms (Bacillariophyta) from western North America","year":2013,"lang":"en","type":"article","venue":"Phytotaxa","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Diatom; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010942,0.0005790468,0.0002661372,0.002262529,0.002468919,0.0008026165,0.0004232589,0.0002894149,0.002702925],"category_scores_gemma":[0.0002058075,0.0003096195,0.0001304936,0.002384769,0.0004119288,0.0004071025,0.0006413913,0.00048963,0.0007046084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001530065,"about_ca_system_score_gemma":0.0009080523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2116301,"about_ca_topic_score_gemma":0.5957808,"domain_scores_codex":[0.999814,0.000005520693,0.00001543908,0.00005629533,0.00007539235,0.00003326814],"domain_scores_gemma":[0.999741,0.00002334899,0.00005671931,0.00001883507,0.00008149832,0.00007853239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00036998,0.0001338125,0.6728232,0.0005833684,0.00009854232,0.001578214,0.005266471,0.0002526961,0.06764737,0.0004581427,0.003672248,0.247116],"study_design_scores_gemma":[0.00001021108,0.00004545362,0.9553189,0.00009670075,0.00003162842,0.0009021856,0.001014408,0.00006224908,0.0005738522,0.00008680508,0.04184628,0.00001154057],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.954608,0.009514245,0.001520209,0.0001455623,0.00007899725,0.0002218558,0.003772912,0.00009555495,0.03004267],"genre_scores_gemma":[0.9480202,0.009874438,0.01107052,0.0005955761,0.00005861468,0.000241572,0.01331333,0.00003228316,0.01679335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2116301,"threshold_uncertainty_score":0.4207966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01377670994763831,"score_gpt":0.2431731224185052,"score_spread":0.2293964124708669,"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."}}