{"id":"W2026797709","doi":"10.1007/s10750-008-9432-y","title":"Geothermal diatoms: a comparative study of floras in hot spring systems of Iceland, New Zealand, and Kenya","year":2008,"lang":"en","type":"article","venue":"Hydrobiologia","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":81,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; University of Saskatchewan","funders":"","keywords":"Nitzschia; Navicula; Diatom; Biology; Botany; Ecology; Algae; Phytoplankton; Nutrient","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":[],"consensus_categories":[],"category_scores_codex":[0.0003756396,0.0001086094,0.0004184,0.00009897065,0.00003513122,0.00001255677,0.0001787766,0.00005253819,0.00004546228],"category_scores_gemma":[0.00002266014,0.0000795104,0.00002213429,0.0001525454,0.0001455652,0.00007539283,0.0001124627,0.00008535898,0.00002058361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001635514,"about_ca_system_score_gemma":0.00005707186,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01139477,"about_ca_topic_score_gemma":0.0006846608,"domain_scores_codex":[0.9989241,0.0001533018,0.0003281434,0.0002257286,0.0001335187,0.0002351708],"domain_scores_gemma":[0.9994804,0.000120187,0.0001301359,0.0001745507,0.0000339189,0.0000607918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001736834,0.0003188824,0.8104706,0.00003751889,0.00001736514,0.00003031771,0.00327577,0.0008569706,0.1846413,0.00004006218,0.0001085741,0.00002892689],"study_design_scores_gemma":[0.002642282,0.0009947347,0.9665468,0.0001019988,0.00000988302,0.00001765139,0.001929089,0.0009451018,0.02644569,0.000009396545,0.0001517416,0.0002056592],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990088,0.0003810206,0.000004446371,0.000003542497,0.0000734744,0.0003662042,0.00001357726,0.00001359257,0.0001353966],"genre_scores_gemma":[0.9997031,0.00003937826,0.00003810294,0.000002267662,0.00002709695,0.00001200629,0.000001498243,0.000005819456,0.0001706971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1581956,"threshold_uncertainty_score":0.9951884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04389662238583178,"score_gpt":0.2867479971291393,"score_spread":0.2428513747433076,"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."}}