{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01926045,0.0022935,0.003591846,0.007206731,0.000759071,0.003743869,0.002064078,0.001410639,0.001781079],"category_scores_gemma":[0.02878139,0.0007914802,0.01269657,0.007494929,0.0009149819,0.001806986,0.002219247,0.001413755,0.0003262491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001310418,"about_ca_system_score_gemma":0.002360551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007467179,"about_ca_topic_score_gemma":0.009121275,"domain_scores_codex":[0.9926225,0.004638273,0.000507689,0.00149695,0.0005548313,0.0001797705],"domain_scores_gemma":[0.9787613,0.01581554,0.001213929,0.002721004,0.001216885,0.0002713492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001131305,0.0001394794,0.1916009,0.04593266,0.6103851,0.0007638451,0.001028593,0.03604735,0.01752585,0.01257676,0.004795927,0.07807223],"study_design_scores_gemma":[0.0003605083,0.0007746834,0.2205092,0.0103542,0.5370514,0.0007522834,0.002026385,0.06354927,0.01546478,0.06423812,0.08438214,0.0005370009],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2425723,0.536481,0.1796958,0.004943945,0.001017289,0.0004623596,0.02846387,0.001785295,0.004578291],"genre_scores_gemma":[0.8710315,0.04215125,0.07347531,0.001724833,0.0001918598,0.0004113782,0.00988531,0.0005069525,0.0006215376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01926045,"threshold_uncertainty_score":0.1018602,"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."}}