{"id":"W4414593817","doi":"10.21203/rs.3.rs-7462982/v1","title":"Crustose Coralline Algae as a Proxy for Marine Nitrogen Cycling and Coral Trophic Strategies","year":2025,"lang":"en","type":"preprint","venue":"Research Square","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Smithsonian Institution","keywords":"Crustose; Coralline algae; Biogeochemical cycle; Algae; Ecosystem; Coral; Trophic level; Nitrogen cycle","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":[0.0008267133,0.000257166,0.0002499181,0.0006005919,0.0001346658,0.0007957777,0.0001433998,0.0002783113,0.002367703],"category_scores_gemma":[0.001895925,0.0001000186,0.000162898,0.001112239,0.0002272664,0.0004530362,0.0005081362,0.000189131,0.0002743675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002223674,"about_ca_system_score_gemma":0.000217275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005590609,"about_ca_topic_score_gemma":0.005817248,"domain_scores_codex":[0.9997908,0.00008322591,0.00001096253,0.00004469221,0.00005322649,0.00001706901],"domain_scores_gemma":[0.9995789,0.000239317,0.00006332844,0.00004994794,0.00003406979,0.00003446455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001510876,0.0002345276,0.6915912,0.0006810472,0.0007206585,0.0005034065,0.001254619,0.01899766,0.07024989,0.03892489,0.007214978,0.1681162],"study_design_scores_gemma":[0.00003832323,0.0001365412,0.9327903,0.0000731138,0.0001567054,0.0001928399,0.0008365577,0.02053762,0.01379925,0.01842257,0.01298819,0.0000279824],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726018,0.00162361,0.005779257,0.0002532518,0.0000634946,0.00001039882,0.001883785,0.00006636357,0.017718],"genre_scores_gemma":[0.9892881,0.0008707045,0.00353144,0.00002571457,0.00002320379,0.00001111868,0.001018656,0.0000398603,0.005191275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005590609,"threshold_uncertainty_score":0.01111615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04749558693007876,"score_gpt":0.3789345932420538,"score_spread":0.331439006311975,"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."}}