{"id":"W2358178523","doi":"","title":"Design of Maximum Power Point Tracking Controller of Solar Purification Device of Water","year":2009,"lang":"en","type":"article","venue":"Microcomputer applications","topic":"Power Systems and Renewable Energy","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Maximum power point tracking; Maximum power principle; Photovoltaic system; Chopper; Computer science; Duty cycle; Tracing; Controller (irrigation); Control theory (sociology); Power (physics); Voltage; Point (geometry); Electrical engineering; Control (management); Inverter; Mathematics; Physics; Engineering; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002609488,0.0001536523,0.0003888588,0.0001488335,0.00005096728,0.00001216398,0.0003142136,0.0001163257,0.00003782391],"category_scores_gemma":[7.554146e-7,0.0001189877,0.0001231443,0.0001950354,0.00004914493,0.00008987328,0.00002993348,0.00006242765,0.00001426849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002362247,"about_ca_system_score_gemma":0.00002762667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002237019,"about_ca_topic_score_gemma":0.000005382161,"domain_scores_codex":[0.9985899,0.00007373386,0.0007282067,0.0002520478,0.000146596,0.0002095597],"domain_scores_gemma":[0.9989372,0.00005162062,0.0003001196,0.0003840948,0.0002787563,0.00004813982],"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":[0.00002637633,0.0002758687,0.00001847906,0.00003605487,0.00005747684,2.446016e-7,0.0006040396,0.01649096,0.9372513,0.007677857,0.0002530457,0.03730829],"study_design_scores_gemma":[0.0007461571,0.00009561372,0.0007497104,0.00005047082,0.00003695484,0.000008508089,0.00004805778,0.001343208,0.9168314,0.003188374,0.07673293,0.0001686528],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01016911,0.0003537192,0.9871919,0.000205263,0.00002554878,0.0005299274,0.000007791581,0.00003866173,0.001478065],"genre_scores_gemma":[0.9508013,0.00001499707,0.0487815,0.00009108145,0.00005356698,0.00007160453,0.00002310347,0.0000177806,0.0001451424],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9406321,"threshold_uncertainty_score":0.4852179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01304928514340021,"score_gpt":0.2239642723355327,"score_spread":0.2109149871921325,"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."}}