{"id":"W2909704390","doi":"10.1109/epec.2018.8598314","title":"Maximum Likelihood Parameters Estimation Of Single-Diode Photovoltaic Module/Array: A Comparative Study At STC","year":2018,"lang":"en","type":"article","venue":"","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue; Université du Québec à Chicoutimi","funders":"","keywords":"Photovoltaic system; Estimator; Estimation theory; Maximum likelihood; Noise (video); Mathematics; Computer science; Algorithm; Statistics; Engineering; Electrical 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":[0.0004279555,0.0003588763,0.0006586832,0.0003110185,0.0001665347,0.00005302353,0.0003605899,0.0001479391,0.0006303483],"category_scores_gemma":[0.00011707,0.0003287362,0.0001207337,0.0006155735,0.0002296249,0.0003110006,0.0001335387,0.00009649332,0.0002180883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003476131,"about_ca_system_score_gemma":0.00005173253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003995182,"about_ca_topic_score_gemma":0.002701007,"domain_scores_codex":[0.9972918,0.000305651,0.0008647775,0.000568145,0.000566307,0.0004033178],"domain_scores_gemma":[0.9979576,0.0001578941,0.0004565126,0.0008173851,0.0004710582,0.0001395755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007554701,0.003664639,0.007614144,0.0001128634,0.000779817,0.00001190225,0.01890926,0.02255239,0.9317951,0.0005413117,0.008018136,0.005244966],"study_design_scores_gemma":[0.001086731,0.001533112,0.0005416352,0.00005954626,0.00006458581,0.00001099565,0.001536067,0.07124787,0.9211426,0.002045516,0.0003550538,0.0003763269],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8399713,0.00002201886,0.1316549,0.00001615021,0.0002071481,0.001491186,0.00001644094,0.0007506728,0.02587015],"genre_scores_gemma":[0.9195851,0.000002105396,0.07949479,0.00008978856,0.00003797239,0.0002149759,0.00003528194,0.00004910185,0.0004908528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07961385,"threshold_uncertainty_score":0.9999165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03728239938579329,"score_gpt":0.2833936359740867,"score_spread":0.2461112365882934,"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."}}