{"id":"W1667765940","doi":"","title":"Molecular Dynamics Study of Nonequilibrium Ice-vapor Interactions via the Quasiliquid Layer","year":2008,"lang":"en","type":"article","venue":"Sound Ideas (University of Puget Sound)","topic":"nanoparticles nucleation surface interactions","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Layer (electronics); Non-equilibrium thermodynamics; Dynamics (music); Physics; Chemistry; Atmospheric sciences; Thermodynamics; Materials science; Nanotechnology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001573051,0.0001325097,0.0002216393,0.0001469317,0.0004496805,0.00001989478,0.0003999905,0.00004768523,0.001652108],"category_scores_gemma":[0.00004182365,0.0001290477,0.000136281,0.0004648784,0.0003550967,0.0006063185,0.00004948193,0.0001994636,0.0002390213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000357772,"about_ca_system_score_gemma":0.00007483397,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.007419298,"about_ca_topic_score_gemma":0.02810553,"domain_scores_codex":[0.9987829,0.0001670248,0.0002374311,0.0002373194,0.0003636218,0.0002117102],"domain_scores_gemma":[0.9988286,0.0002328992,0.0002507162,0.000405521,0.0001861836,0.00009611541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006193216,0.001266238,0.8685552,0.00003964951,0.0006477581,0.0001483997,0.04081756,0.07654373,0.001419901,0.008730679,0.0009172348,0.0002943097],"study_design_scores_gemma":[0.002196462,0.00149491,0.5145889,0.00002976639,0.0003852049,0.000214481,0.1772853,0.1276754,0.00009326154,0.174309,0.001062217,0.0006652094],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943492,0.00004116173,0.002512988,0.0003645417,0.0002874699,0.0002783898,0.00006580489,0.0000460647,0.00205438],"genre_scores_gemma":[0.9989306,0.000006256737,0.0002815259,0.00003027548,0.00001702031,1.529304e-7,0.0000306904,0.000005941656,0.0006975314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3539663,"threshold_uncertainty_score":0.9992605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02202732496256176,"score_gpt":0.230142147132299,"score_spread":0.2081148221697373,"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."}}