{"id":"W4213020491","doi":"10.2139/ssrn.4008864","title":"Optimal Inverter and Wire Selection for Solar Photovoltaic Small-Scale Fencing Applications","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Photovoltaic Systems and Sustainability","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Fencing; Photovoltaic system; Scale (ratio); Selection (genetic algorithm); Inverter; Environmental science; Electrical engineering; Computer science; Engineering; Geography; Voltage; Artificial intelligence; Cartography","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001797857,0.0001284613,0.000145415,0.00004688365,0.001306239,0.00004509309,0.0002004415,0.00004143016,0.0001563073],"category_scores_gemma":[0.00001743196,0.0001263331,0.00008469854,0.000230636,0.00006698686,0.0001592002,0.0001432395,0.0008369885,0.000005181319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002868189,"about_ca_system_score_gemma":0.0003888349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002003767,"about_ca_topic_score_gemma":0.005384311,"domain_scores_codex":[0.9978938,0.00009351083,0.0002407625,0.0003099552,0.0002235865,0.001238426],"domain_scores_gemma":[0.9995962,0.0000362945,0.0001198903,0.0001289264,0.00002087249,0.00009779137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004246335,0.0006239502,0.6380261,0.00008962251,0.0002394491,0.00000331946,0.003237588,0.01134522,0.2461321,0.002355108,0.0032589,0.09426396],"study_design_scores_gemma":[0.006108412,0.004415629,0.042364,0.00002265548,0.0003110086,0.007232565,0.05687182,0.1783583,0.008494437,0.2851276,0.4085046,0.002188955],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.935119,0.0002600507,0.06341001,0.0001474988,0.00006256686,0.0007612259,0.000005468941,0.00003158185,0.0002025811],"genre_scores_gemma":[0.9971083,0.00005339227,0.0005270186,0.0001162715,0.00009321031,0.0004776242,0.000004163514,0.00001963406,0.001600368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5956621,"threshold_uncertainty_score":0.9999939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005629800662250362,"score_gpt":0.2062226078614958,"score_spread":0.2005928071992455,"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."}}