{"id":"W7161996384","doi":"10.82308/2177","title":"Light-Absorbing Carbonaceous Particles in Urban Regions: Physicochemical Properties and the Application of Data-Driven Modeling","year":2024,"lang":"en","type":"dissertation","venue":"","topic":"Atmospheric chemistry and aerosols","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Air pollution; Environmental pollution; Urban environment; Homogeneous","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009559965,0.0008756237,0.0007135036,0.000685107,0.0004512457,0.0016639,0.0009699285,0.001322654,0.000651824],"category_scores_gemma":[0.002300408,0.0004915412,0.00133878,0.0007639149,0.0002704134,0.0009209631,0.0006160397,0.0006924127,0.0001921439],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001400338,"about_ca_system_score_gemma":0.00125482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05753625,"about_ca_topic_score_gemma":0.02703137,"domain_scores_codex":[0.9997924,0.00007154555,0.00001422879,0.00006366008,0.00003672002,0.00002146305],"domain_scores_gemma":[0.9989002,0.0007335193,0.00008762198,0.00005137495,0.0001692841,0.00005795918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005733232,0.00007674085,0.009865197,0.00006806602,0.0000629182,0.00004898256,0.00002892196,0.9797565,0.0009357691,0.0008289297,0.0003311058,0.007939497],"study_design_scores_gemma":[0.000002215023,0.000004536787,0.0005984338,0.000003053696,0.000004720257,0.000003193085,0.000007947667,0.9987533,0.0001671096,0.0003037587,0.000147666,0.0000041365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7342452,0.002623698,0.2488711,0.002424503,0.0003016411,0.0002608068,0.004161954,0.0017307,0.00538045],"genre_scores_gemma":[0.9589758,0.0007785275,0.03659683,0.0001185888,0.00006195888,0.0001474456,0.001836237,0.0001227535,0.001361856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05753625,"threshold_uncertainty_score":0.1144027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03306860909148918,"score_gpt":0.2371648755559482,"score_spread":0.204096266464459,"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."}}