{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000225942,0.0001130556,0.0001217694,0.00008606387,0.0003307614,0.0002735777,0.0007178909,0.00003380303,0.000003643172],"category_scores_gemma":[0.0001365083,0.000118216,0.00002800305,0.00007983419,0.000007060999,0.0005207838,0.000139702,0.0001308477,0.000009133146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002983086,"about_ca_system_score_gemma":0.0003619884,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7078499,"about_ca_topic_score_gemma":0.5344566,"domain_scores_codex":[0.9989045,0.00003855941,0.0002033036,0.0003313525,0.0002585275,0.0002637552],"domain_scores_gemma":[0.9990085,0.00007023627,0.00008283094,0.000649479,0.00004155801,0.0001473819],"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":[0.000005297055,0.00005815467,0.008451015,0.00001483162,0.00001156521,0.000006457726,0.002033763,0.9646408,0.00006613106,0.01637472,0.001179586,0.007157705],"study_design_scores_gemma":[0.0002302279,0.000006645219,0.003192799,0.000006083879,0.000001235898,0.000001971948,0.00007015257,0.9939307,0.00003288096,0.0003520022,0.002015957,0.0001593584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1514114,0.00002299066,0.8297412,0.001154445,0.0006099851,0.0003128877,0.000001504967,0.00005374731,0.01669181],"genre_scores_gemma":[0.9859206,0.000002089591,0.01234769,0.001480243,0.00006461291,0.000009524813,0.000004161626,0.00000887544,0.0001621671],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8345093,"threshold_uncertainty_score":0.482071,"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."}}