{"id":"W140653683","doi":"10.1007/s00027-001-8038-5","title":"Incident and &lt;I&gt;in situ&lt;/I&gt; irradiance in Lakes Cadagno and Lucerne: a comparison of methods and models","year":2001,"lang":"en","type":"article","venue":"Aquatic Sciences","topic":"Marine and coastal ecosystems","field":"Earth and Planetary Sciences","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Irradiance; Radiometer; Environmental science; Photosynthetically active radiation; Ultraviolet; Altitude (triangle); Sky; Atmospheric radiative transfer codes; Remote sensing; Radiative transfer; Spectroradiometer; Spectral bands; Atmospheric sciences; Physics; Meteorology; Optics; Chemistry; Geography; Reflectivity","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":[],"consensus_categories":[],"category_scores_codex":[0.001522146,0.0001229589,0.0003251201,0.0001989073,0.00009659963,0.00008710628,0.0001709479,0.00004789715,0.00005299675],"category_scores_gemma":[0.0001063469,0.0000976876,0.0000144534,0.0005344193,0.0003592553,0.0004261179,0.00003897755,0.00007182825,0.00000291817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003749454,"about_ca_system_score_gemma":0.00005869964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00856689,"about_ca_topic_score_gemma":0.2604172,"domain_scores_codex":[0.998598,0.0001693651,0.0003691931,0.0003442114,0.0002472011,0.0002720099],"domain_scores_gemma":[0.9991595,0.0004955726,0.0001185381,0.0001027522,0.00001167443,0.0001119825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001418481,0.00002335398,0.8646324,0.00004219391,0.000003405121,0.000008099025,0.00168728,0.001673309,0.0006468613,0.0007220345,0.00002908371,0.1305178],"study_design_scores_gemma":[0.0002352184,0.000164073,0.4590456,0.00006726436,0.000005793283,0.00002483611,0.0006693219,0.5345351,0.00005725183,0.004557286,0.0005059878,0.0001322299],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775146,0.009744392,0.0002647708,0.0001922941,0.00006699067,0.0001709406,0.00000380646,0.000007141566,0.01203512],"genre_scores_gemma":[0.9961108,0.0009564344,0.002750032,0.00004747374,0.00001431727,0.000002456338,0.000001967593,0.000001614075,0.000114884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5328618,"threshold_uncertainty_score":0.9980351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04401712628758122,"score_gpt":0.3023543667857679,"score_spread":0.2583372404981867,"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."}}