{"id":"W4311633418","doi":"10.4081/jlimnol.2022.2095","title":"Exploring diatom diversity through cultures - a case study from the Bow River, Canada","year":2022,"lang":"en","type":"article","venue":"Journal of Limnology","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Bundesministerium für Bildung und Forschung; Freie Universität Berlin; Government of Alberta","keywords":"Diatom; Taxon; Benthic zone; Biology; Ecology; Taxonomy (biology); Biodiversity; Identification (biology)","routes":{"ca_aff":false,"ca_fund":true,"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":[0.000521192,0.0004443179,0.0003974671,0.001875294,0.008076349,0.001847173,0.001124557,0.000604179,0.0008963464],"category_scores_gemma":[0.000926802,0.0003306072,0.0002494346,0.004713729,0.00125223,0.00043589,0.00136948,0.0007604365,0.0001756365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02464745,"about_ca_system_score_gemma":0.01827769,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9836439,"about_ca_topic_score_gemma":0.9969855,"domain_scores_codex":[0.9990791,0.00006116619,0.00003534152,0.0001723901,0.0003949848,0.0002570673],"domain_scores_gemma":[0.9988984,0.00009554915,0.00007700505,0.00004671902,0.0006316534,0.0002505319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000358176,0.0005005302,0.7411519,0.0004814942,0.0001449166,0.01680768,0.0691956,0.001275416,0.0377756,0.001608906,0.003386782,0.127313],"study_design_scores_gemma":[0.00001740251,0.0002677194,0.8646768,0.0001688327,0.0001163546,0.002652627,0.09986901,0.00147101,0.006148225,0.0002744906,0.02426375,0.00007372028],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923734,0.0007858074,0.000565929,0.0002343775,0.000009091061,0.0001491873,0.0008314333,0.00001606299,0.005034638],"genre_scores_gemma":[0.9857516,0.001991581,0.003687142,0.0003126858,0.000008427571,0.00004927579,0.00116816,0.00002269408,0.007008474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02464745,"threshold_uncertainty_score":0.1788306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1237266724932518,"score_gpt":0.306791677943741,"score_spread":0.1830650054504892,"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."}}