{"id":"W6931941641","doi":"10.5518/1575","title":"The role of surface-active macromolecules in the ice nucleating ability of lignin, Snomax, and agricultural soil extracts","year":2025,"lang":"en","type":"dataset","venue":"University of Leeds","topic":"Advanced Physical and Chemical Molecular Interactions","field":"Chemistry","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Environment Research Council; Engineering and Physical Sciences Research Council","keywords":"Ice nucleus; Macromolecule; Nucleation; Congelation; Carbon fibers; Raw material","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":[0.001007782,0.001799081,0.001774757,0.002901844,0.0008260593,0.002217656,0.002022227,0.001811618,0.0263678],"category_scores_gemma":[0.004345533,0.0004417138,0.001254781,0.004735688,0.0003947003,0.001114738,0.001659531,0.001529732,0.03238628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001452591,"about_ca_system_score_gemma":0.001675848,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01215345,"about_ca_topic_score_gemma":0.02206029,"domain_scores_codex":[0.999047,0.0001243969,0.0001077718,0.0003179449,0.0002756497,0.0001271154],"domain_scores_gemma":[0.99824,0.0007400457,0.0002681268,0.0002830965,0.0003276032,0.0001411505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005171312,0.0001374701,0.009906101,0.007739039,0.0003137202,0.0001338023,0.0001118863,0.002150798,0.00229854,0.00172069,0.9616036,0.01336727],"study_design_scores_gemma":[0.0002257353,0.00004828625,0.01709826,0.0006226101,0.0001289742,0.0001038357,0.0001212549,0.0009564612,0.002031138,0.001610932,0.9770031,0.00004942044],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005844161,0.0002490331,0.00005845201,0.00004741463,0.00001738063,0.000006283463,0.9982995,0.0001654982,0.0005720962],"genre_scores_gemma":[0.00109286,0.0001765752,0.0002865027,0.0000417812,0.000004604094,0.00003755303,0.9978985,0.00003507007,0.000426655],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.0263678,"threshold_uncertainty_score":0.08820915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00333944544791039,"score_gpt":0.1973824356308636,"score_spread":0.1940429901829532,"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."}}