{"id":"W4413374091","doi":"10.5194/egusphere-2025-4050","title":"Meta-analytical insights into organic matter enrichment in the surface microlayer","year":2025,"lang":"en","type":"article","venue":"","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"Deutsche Forschungsgemeinschaft","keywords":"Organic matter; Surface (topology); Environmental science; Chemistry; Mathematics; Organic chemistry; Geometry","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":["insufficient_payload"],"category_scores_codex":[0.0002635195,0.0001022121,0.0001685044,0.00007776279,0.00009691305,0.0001061633,0.0002487877,0.00003639647,0.04075937],"category_scores_gemma":[0.0000191723,0.00005538502,0.00008652512,0.0005708489,0.00004722837,0.000193587,0.00001405684,0.0001437149,0.005678441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001042167,"about_ca_system_score_gemma":0.00003065542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001480038,"about_ca_topic_score_gemma":0.007165167,"domain_scores_codex":[0.9989972,0.0001770392,0.0002720388,0.0002029545,0.0001823482,0.0001684497],"domain_scores_gemma":[0.9993099,0.0003361257,0.00002890869,0.0002577231,0.00003194611,0.00003542492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004508525,0.0001586129,0.9166668,0.0000120786,0.00101738,0.00001921086,0.002949432,0.006000523,0.005119483,0.001554015,0.06564565,0.0008117281],"study_design_scores_gemma":[0.0004315416,0.00005561877,0.8285857,0.000006308112,0.001028194,0.000008727761,0.002772761,0.02406956,0.005830113,0.00381575,0.1330944,0.0003012357],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553715,0.0003199832,0.0002017134,0.01360653,0.0001342635,0.0001546917,0.000001457502,0.00001976677,0.03019011],"genre_scores_gemma":[0.988273,0.000007161604,0.0004130994,0.005810842,0.000008868272,0.000001116652,0.000005773268,0.000001645129,0.005478452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08808106,"threshold_uncertainty_score":0.9950957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03268934384699188,"score_gpt":0.2686012947292825,"score_spread":0.2359119508822906,"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."}}