{"id":"W4402922974","doi":"10.3390/d16100597","title":"Multi-Biomarker Analysis Uncovers High Spatio-Temporal Stability of a Subarctic Rhodolith (Lithothamnion glaciale) Bed Food Web","year":2024,"lang":"en","type":"article","venue":"Diversity","topic":"Isotope Analysis in Ecology","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Division of Ocean Sciences; Natural Sciences and Engineering Research Council of Canada; Research and Development Corporation of Newfoundland and Labrador; Canada Foundation for Innovation","keywords":"Subarctic climate; Biology; Biomarker; Ecology; Genetics","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":[0.0008230321,0.0001655937,0.0003692225,0.000187018,0.0002037138,0.0000242437,0.0003425662,0.0001112602,0.006753052],"category_scores_gemma":[0.0001011309,0.0001602268,0.0003505741,0.001598199,0.0003647572,0.0003045969,0.0008825774,0.0001265596,0.0001948473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005771551,"about_ca_system_score_gemma":0.0000356086,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008019984,"about_ca_topic_score_gemma":0.0348433,"domain_scores_codex":[0.998192,0.0002745309,0.0002763045,0.0005522257,0.0004243726,0.0002806386],"domain_scores_gemma":[0.9992141,0.0001444302,0.000114605,0.0004018728,0.00002859094,0.00009641954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006116625,0.0001543198,0.9970472,0.00002591925,0.0006521305,0.00001355647,0.0007451695,0.0002666967,0.0004965184,0.00004061557,0.0002206459,0.0002760448],"study_design_scores_gemma":[0.0003798681,0.00008785005,0.9844761,0.000004038086,0.001026676,7.033224e-7,0.0002306027,0.01178102,0.001118073,0.0001800491,0.0005267997,0.000188188],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970152,0.00002168127,0.00161631,0.0001100595,0.0001929244,0.0001927411,0.0001781693,0.00006038406,0.0006125623],"genre_scores_gemma":[0.9979698,0.000008230729,0.001734518,0.00004808402,0.00001108798,0.000003268063,0.00007694448,0.00000757283,0.0001404883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02682331,"threshold_uncertainty_score":0.9985857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02738103992478469,"score_gpt":0.2438256211142716,"score_spread":0.2164445811894869,"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."}}