{"id":"W7094037168","doi":"","title":"Guide to DC SPD Solar Surge Protectors: Ensuring Lightning Protection – US and Canada Report","year":2024,"lang":"en","type":"other","venue":"","topic":"Biomedical and Chemical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Lightning (connector); Surge; Surge arrester; Lightning strike","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000313461,0.0002166995,0.0003733167,0.0001963387,0.00002754851,0.00003032827,0.00006481939,0.0003256624,0.002491984],"category_scores_gemma":[0.0005594326,0.00014949,0.00005122596,0.0002131974,0.00004543682,0.000009592369,0.0001431011,0.0006350952,0.00008095994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002251856,"about_ca_system_score_gemma":0.0006919059,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.82524,"about_ca_topic_score_gemma":0.3829836,"domain_scores_codex":[0.9979976,0.00001654773,0.0003078874,0.0005379398,0.0007671052,0.0003729427],"domain_scores_gemma":[0.9990453,0.0000183945,0.0000527906,0.0002864313,0.00005708684,0.0005400205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002452246,0.00001831799,0.000156335,0.001680143,0.0001160872,0.002314699,0.000008502181,5.970033e-9,0.01481352,0.000004728594,0.974198,0.006665171],"study_design_scores_gemma":[0.0001437289,0.00006228089,0.00005722156,0.00163061,0.00003327756,0.000401008,0.0000140001,0.000005943516,0.02193606,0.00001023879,0.9755327,0.0001729749],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003597832,0.001032997,0.000379998,0.007895536,0.0005158665,0.002253029,0.00002052914,0.000390199,0.983914],"genre_scores_gemma":[0.00201557,0.00003771502,0.0005440537,0.0002725495,0.0009347449,0.0001562041,0.00002097081,0.0002412137,0.995777],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4422564,"threshold_uncertainty_score":0.9984199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01731269946845112,"score_gpt":0.2940979863192026,"score_spread":0.2767852868507515,"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."}}