{"id":"W6922678924","doi":"10.13140/rg.2.2.18119.55204","title":"A hybrid modeling approach to simulating past-century understory solar irradiation in Alberta, Canada","year":2017,"lang":"en","type":"article","venue":"","topic":"Solar Radiation and Photovoltaics","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Understory; Albedo (alchemy); Solar energy; Radiation","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":[0.0004832777,0.0005266942,0.0006298808,0.0008023106,0.002042306,0.001689515,0.002527893,0.001258564,0.003380344],"category_scores_gemma":[0.001043248,0.0005956951,0.0008625379,0.001879082,0.0007152069,0.0006249722,0.0005220402,0.0008434601,0.0002355083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02378749,"about_ca_system_score_gemma":0.01779878,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9921653,"about_ca_topic_score_gemma":0.9910108,"domain_scores_codex":[0.9998063,0.00003077252,0.000009971774,0.00003831598,0.00004340155,0.00007119472],"domain_scores_gemma":[0.9995894,0.00009680905,0.00002090219,0.00001577889,0.0002059961,0.00007120086],"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":[0.00007983723,0.00004985482,0.01121246,0.00002683256,0.0000386485,0.000063864,0.00007461689,0.982755,0.0003394194,0.0008569929,0.001052453,0.00345],"study_design_scores_gemma":[0.00002971646,0.00001155779,0.006047141,0.000009322134,0.00002145037,0.000007378369,0.000192573,0.9920169,0.0002002259,0.0002068361,0.001235178,0.00002172125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759051,0.0003987607,0.004868033,0.0005703662,0.00005034319,0.00005082055,0.002652609,0.0002407188,0.01526329],"genre_scores_gemma":[0.9918627,0.0001971642,0.00242677,0.00005088468,0.000008365437,0.00002329113,0.0008967437,0.00003717172,0.004496938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02378749,"threshold_uncertainty_score":0.1725911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02619296997720041,"score_gpt":0.2323401473795443,"score_spread":0.2061471774023439,"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."}}