{"id":"W6920508225","doi":"10.60692/8q3e8-1fy83","title":"Morphological and molecular identification reveals that waters from an isolated oasis in Tamanrasset (extreme South of Algerian Sahara) are colonized by opportunistic and pollution-tolerant diatom species","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Diamond and Carbon-based Materials Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Diatom; Thalassiosira pseudonana; Navicula; Nitzschia; Biogeography; Identification (biology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004634879,0.0002080989,0.0001301936,0.0009122691,0.0004294632,0.0004341984,0.0001090633,0.0002072619,0.0007604861],"category_scores_gemma":[0.0001244029,0.00008398074,0.0001323745,0.0008470495,0.0002000224,0.0001667963,0.0002930807,0.000110719,0.0001820947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000158493,"about_ca_system_score_gemma":0.0001908545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004790734,"about_ca_topic_score_gemma":0.009932446,"domain_scores_codex":[0.9999342,0.000003456129,0.000006481485,0.00002300372,0.00001415468,0.00001865869],"domain_scores_gemma":[0.999921,0.000007521122,0.0000356844,0.000005676396,0.00001436197,0.00001588439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001315742,0.00003348722,0.2588336,0.00009454801,0.00002593179,0.001069586,0.001104198,0.00006738225,0.7241648,0.00008858345,0.00009724461,0.01428913],"study_design_scores_gemma":[0.000003044814,0.00007944387,0.9815392,0.000008751298,0.00001884715,0.00122478,0.00135958,0.0001624886,0.01366823,0.00002455751,0.001906033,0.000005047277],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990305,0.0000880626,0.00009700152,0.0000109057,0.000002631113,0.000004313369,0.0002750533,0.000003830134,0.0004877652],"genre_scores_gemma":[0.9979316,0.0001266,0.0007015297,0.0000232499,0.000003197137,0.000007136694,0.0006065319,0.000002280809,0.0005977584],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004790734,"threshold_uncertainty_score":0.009525657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04456523055143186,"score_gpt":0.2299004974344259,"score_spread":0.185335266882994,"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."}}