{"id":"W4281483695","doi":"10.1038/s42003-022-03461-2","title":"Salinity tolerance mechanisms of an Arctic Pelagophyte using comparative transcriptomic and gene expression analysis","year":2022,"lang":"en","type":"article","venue":"Communications Biology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Office of Science; Canada First Research Excellence Fund; Government of Canada; Joint Genome Institute; Compute Canada; U.S. Department of Energy","keywords":"Salinity; Biology; Gene expression; Gene; Carbonic anhydrase; Biochemistry; Cell biology; Chemistry; Enzyme; Ecology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003208074,0.00009473893,0.0002768957,0.0001496772,0.0005488286,0.000003747187,0.0004499382,0.00007941441,0.0001268446],"category_scores_gemma":[0.00001420058,0.00008980735,0.00006479229,0.0004184228,0.0003568728,0.00006476494,0.0002498417,0.0002284341,0.000001298067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003751657,"about_ca_system_score_gemma":0.00002248349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006205851,"about_ca_topic_score_gemma":0.0003629457,"domain_scores_codex":[0.998225,0.001122319,0.000260919,0.0002369924,0.00003909507,0.0001157164],"domain_scores_gemma":[0.9987285,0.00008744473,0.000171825,0.0009119285,0.00006968428,0.00003066274],"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":[0.000137721,0.0002038875,0.003849395,0.000006676573,0.0001949285,1.781788e-7,0.001009578,0.002909585,0.9732943,0.01772771,0.00000213993,0.0006639026],"study_design_scores_gemma":[0.002228612,0.001714573,0.04056642,0.00002137387,0.001734221,0.00009359186,0.005713606,0.1286826,0.6246824,0.1889644,0.004538373,0.001059771],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921395,0.001517833,0.005677626,0.0001855916,0.0001097863,0.0001154555,0.00006697062,0.00003084867,0.0001563762],"genre_scores_gemma":[0.9809456,0.0001105597,0.01833931,0.00007641826,0.00001924223,0.00003264068,0.0004591545,0.000004782033,0.0000122511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3486119,"threshold_uncertainty_score":0.4221202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07772333586336042,"score_gpt":0.3291704907928388,"score_spread":0.2514471549294783,"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."}}