{"id":"W3081883431","doi":"10.3390/w12092424","title":"Biodiversity and Habitat Assessment of Coastal Benthic Communities in a Sub-Arctic Industrial Harbor Area","year":2020,"lang":"en","type":"article","venue":"Water","topic":"Marine Biology and Ecology Research","field":"Earth and Planetary Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Fisheries and Oceans Canada; Université du Québec à Rimouski","funders":"Fonds de recherche du Québec – Nature et technologies; Fisheries and Oceans Canada; Natural Sciences and Engineering Research Council of Canada; Institut Nordique De Recherche En Environnement Et En Santé Au Travail","keywords":"Benthic zone; Ecosystem; Arctic; Biodiversity; Habitat; Environmental science; Oceanography; Ecology; Geography; Marine ecosystem; Benthos; Benthic habitat; Estuary; Geology; Biology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0002647091,0.00004935477,0.0001152615,0.00004121092,0.00006910395,0.00001070121,0.00009480603,0.00007606875,0.001890232],"category_scores_gemma":[0.00001808593,0.00003345456,0.00001385724,0.00003986774,0.0002126537,0.0000662587,0.00006614585,0.0002237636,0.00003743912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001625615,"about_ca_system_score_gemma":0.0000219317,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003756455,"about_ca_topic_score_gemma":0.0227378,"domain_scores_codex":[0.9994601,0.0001501373,0.00008891019,0.00007858459,0.00006031845,0.0001619509],"domain_scores_gemma":[0.9997708,0.00009362973,0.0000141298,0.00005065292,0.00001427353,0.00005654617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008382725,0.00001018771,0.9989386,0.00001300453,0.00001110479,0.000009469063,0.0003531678,0.00001715799,0.00003607819,0.000002297742,0.0002485245,0.0002766085],"study_design_scores_gemma":[0.0004354082,0.0002515469,0.9971838,0.00000370865,0.000004190579,0.000001287392,0.0002863221,0.001076803,0.0001419503,0.00002116486,0.0005496424,0.00004417609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975174,0.00002219794,5.466446e-7,0.001948961,0.00004899068,0.00008005419,0.00006274903,0.000004802625,0.0003142987],"genre_scores_gemma":[0.999553,0.00002876411,0.00001441733,0.0001994056,0.00001392347,4.530666e-7,0.0001793631,4.182514e-7,0.00001022371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01898134,"threshold_uncertainty_score":0.9990222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07022518859236365,"score_gpt":0.2403373575319405,"score_spread":0.1701121689395769,"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."}}