{"id":"W7014897389","doi":"","title":"SEG Solar's YUKON N Series Scores High in PV Magazine Test","year":2024,"lang":"en","type":"other","venue":"","topic":"Photovoltaic System Optimization Techniques","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Test (biology); Series (stratigraphy)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000143523,0.0004391479,0.0005542283,0.0007631586,0.00001410649,0.0001088982,0.0003156853,0.0005713335,0.01642891],"category_scores_gemma":[0.00009648787,0.0003829092,0.00008388646,0.0004779664,0.00006768013,0.00009786254,0.0001531721,0.0002554844,0.004149366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001294169,"about_ca_system_score_gemma":0.00006396846,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01414994,"about_ca_topic_score_gemma":0.02729859,"domain_scores_codex":[0.9983549,0.0000562258,0.0004421498,0.0005567003,0.0002791678,0.00031083],"domain_scores_gemma":[0.9990828,0.000044023,0.0001446055,0.0006237739,0.00003977025,0.00006502094],"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":[0.000005416942,0.00004041057,0.0001730418,0.0003283917,0.00004433132,0.00007363999,0.00003468203,0.00005191837,0.0004921402,0.007969772,0.9904619,0.0003243241],"study_design_scores_gemma":[0.0001858725,0.00006257447,0.00004764774,0.001104944,0.00002567623,0.00002431337,0.00002292451,0.0001388761,0.009077482,0.002637929,0.9861575,0.0005142675],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004769396,0.000932393,0.0008572526,0.0001631836,0.0005419391,0.0004660457,0.00008908961,0.003566989,0.9933783],"genre_scores_gemma":[0.001436952,0.0005262617,0.01136595,0.0001744631,0.0003522849,0.0002075222,0.0001599381,0.001103504,0.9846731],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01314865,"threshold_uncertainty_score":0.9998623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008023825517539633,"score_gpt":0.2304181845563327,"score_spread":0.2223943590387931,"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."}}