{"id":"W3138223772","doi":"10.37394/23205.2020.19.28","title":"Proposing a Knowledge-based Model for Photovoltaic Modules Operating under Shading Conditions","year":2020,"lang":"en","type":"article","venue":"WSEAS TRANSACTIONS ON COMPUTERS","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Université du Québec en Outaouais","funders":"","keywords":"Photovoltaic system; Computer science; Maximum power point tracking; Ontology; Key (lock); Representation (politics); Planner; Process (computing); Controller (irrigation); Control engineering; Artificial intelligence; Power (physics); Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001192741,0.0003010787,0.0003214814,0.0002264492,0.0006121023,0.0001576362,0.0002625275,0.0001305392,0.00005850225],"category_scores_gemma":[0.00002003868,0.0003260731,0.0002468636,0.0004353946,0.00007088854,0.0002533235,0.00000610369,0.0002027489,0.00002271379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002401552,"about_ca_system_score_gemma":0.0001869443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008088863,"about_ca_topic_score_gemma":0.00008805313,"domain_scores_codex":[0.9983702,0.00009245889,0.0004392517,0.0005425925,0.000207516,0.000347924],"domain_scores_gemma":[0.9989362,0.0002266942,0.0001036672,0.000280607,0.000221195,0.000231674],"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":[0.00003606041,0.0001404837,0.000003123601,0.00008086031,0.00006697109,0.000001006095,0.000583709,0.9740503,0.02094466,0.001600128,0.0005446086,0.001948115],"study_design_scores_gemma":[0.0009244155,0.0001324408,0.000003202369,0.0001795091,0.00005386592,0.000003012927,0.0001274476,0.9328219,0.06481241,0.000267948,0.0003472074,0.0003266745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002258366,0.0000258093,0.993971,0.0005154304,0.0002069846,0.001063884,0.0001040836,0.001224644,0.0006298333],"genre_scores_gemma":[0.8383712,0.000002997606,0.1591641,0.001640801,0.00006958499,0.0005179368,0.00006596163,0.00008139107,0.00008611628],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8361128,"threshold_uncertainty_score":0.9999191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04665016468476074,"score_gpt":0.2849377212788091,"score_spread":0.2382875565940483,"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."}}