{"id":"W2067511420","doi":"10.1007/s00300-013-1388-3","title":"Community structure and photosynthetic activity of benthic biofilms from a waterfall in the maritime Antarctica","year":2013,"lang":"en","type":"article","venue":"Polar Biology","topic":"Polar Research and Ecology","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Benthic zone; Biology; Ecology; Biomass (ecology); Nutrient; Plankton; Habitat; Photosynthesis; Riffle; Water flow; Microbial mat; Cyanobacteria; Environmental science; Botany","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003277761,0.00008224799,0.0001449548,0.00002816047,0.0001034227,0.00001146297,0.0003376557,0.0001207685,0.003430084],"category_scores_gemma":[0.00009875577,0.00005182566,0.00001998158,0.0000742731,0.0006151143,0.00007754417,0.0003323876,0.0004384627,0.00009416177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002741773,"about_ca_system_score_gemma":0.000006039526,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1431777,"about_ca_topic_score_gemma":0.01592237,"domain_scores_codex":[0.9985174,0.0008918206,0.000100601,0.0001370883,0.0000606809,0.0002924224],"domain_scores_gemma":[0.9993795,0.0002619595,0.00003420162,0.0002676166,0.000003384952,0.00005332971],"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":[0.00001643759,0.00006949552,0.4534729,0.000003419475,0.000007419707,8.570637e-7,0.0004887245,3.095304e-7,0.5435783,0.00002381277,0.00004840156,0.002289948],"study_design_scores_gemma":[0.000182065,0.0001744703,0.9616513,0.00000241043,0.000003740151,0.00000928863,0.00009351676,0.0001453833,0.02997836,0.007253575,0.000444044,0.00006183836],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981473,0.00006027155,0.000005268805,0.001081665,0.00002194255,0.0002023637,0.0001033069,0.00000486991,0.000373017],"genre_scores_gemma":[0.9995564,0.00002909021,0.0001303652,0.0002352095,0.000007119165,0.000009742006,0.00002047277,0.000004019125,0.000007536497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5135999,"threshold_uncertainty_score":0.9974809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01294883934390298,"score_gpt":0.241427650472312,"score_spread":0.228478811128409,"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."}}