{"id":"W4408823347","doi":"10.5194/oos2025-1317","title":"20 years of an international collaborative research in marine geochemistry: the GEOTRACES program","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia Hospital","funders":"","keywords":"Geotraces; Oceanography; Geochemistry; Geology","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":[0.04180695,0.002315235,0.001439313,0.004116926,0.004561853,0.00892011,0.003262249,0.004257527,0.03313258],"category_scores_gemma":[0.01842709,0.0006844309,0.001552332,0.004501701,0.003670292,0.005047782,0.02224665,0.007505795,0.01842343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005249017,"about_ca_system_score_gemma":0.04995525,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00411309,"about_ca_topic_score_gemma":0.004086808,"domain_scores_codex":[0.9803143,0.006781759,0.0007836954,0.002747092,0.005438409,0.003934752],"domain_scores_gemma":[0.9346192,0.002982263,0.002242626,0.00504839,0.01344546,0.04166186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007227855,0.0006875137,0.00397892,0.001113873,0.0001657161,0.0003673679,0.002212006,0.0009189796,0.00561518,0.05344027,0.6730902,0.2576872],"study_design_scores_gemma":[0.00004330936,0.0001524136,0.00211433,0.0002807004,0.000012409,0.00007039604,0.0004424464,0.0001248225,0.0006846036,0.004268802,0.9917887,0.00001706467],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02383936,0.06345039,0.067375,0.4503739,0.1206802,0.003511585,0.009618293,0.004023342,0.257128],"genre_scores_gemma":[0.1587125,0.05270686,0.126759,0.1069796,0.04012895,0.005324916,0.03401371,0.005476073,0.4698985],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04180695,"threshold_uncertainty_score":0.221099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02692666754551726,"score_gpt":0.3490163828342721,"score_spread":0.3220897152887549,"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."}}