{"id":"W7036910822","doi":"","title":"Climatic Rating of Photovoltaic Modules: Different Technologies for Various Operating Conditions","year":2020,"lang":"en","type":"article","venue":"View","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Task (project management); Reliability (semiconductor); Photovoltaic system; Quality (philosophy); Variety (cybernetics)","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":[0.0001171805,0.0001868299,0.0004732078,0.0000795951,0.0001317137,0.00003576419,0.0002649488,0.0001072497,0.00008213075],"category_scores_gemma":[0.0007279046,0.0001606814,0.0001162803,0.0002918557,0.00006235503,0.0001076335,0.00009369066,0.00009602279,0.00001053714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004732256,"about_ca_system_score_gemma":0.00002172659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008956311,"about_ca_topic_score_gemma":0.00002596382,"domain_scores_codex":[0.9986777,0.00006071424,0.0006286675,0.0002660945,0.0001556884,0.0002111598],"domain_scores_gemma":[0.9990549,0.0001986706,0.0002664085,0.0002914704,0.0001442071,0.00004432845],"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":[0.00001347114,0.0001500421,0.0005714691,0.002732586,0.0001570723,0.000003632114,0.001769843,0.006770861,0.9447466,0.03078073,0.002055678,0.010248],"study_design_scores_gemma":[0.0006440798,0.0002777551,0.00005070637,0.0006666899,0.00007470536,0.000006564384,0.001341037,0.1995004,0.7903374,0.003681025,0.003080636,0.0003389492],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2250139,0.003898786,0.7473072,0.001697437,0.0003418095,0.006932253,0.0003963374,0.007303353,0.007108863],"genre_scores_gemma":[0.9601661,0.0001583849,0.03846344,0.0002708974,0.00002524457,0.0007888508,0.0000621116,0.00003879503,0.00002616342],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7351522,"threshold_uncertainty_score":0.6552397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03273496567350107,"score_gpt":0.2787594379365931,"score_spread":0.246024472263092,"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."}}