{"id":"W3092388133","doi":"10.1364/pvled.2020.pvm2g.6","title":"Subcell Segmentation for the Optimization of a Four-Subcell Multijunction Solar Cell Design","year":2020,"lang":"en","type":"article","venue":"OSA Advanced Photonics Congress (AP) 2020 (IPR, NP, NOMA, Networks, PVLED, PSC, SPPCom, SOF)","topic":"solar cell performance optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Materials science; Optoelectronics; Band gap; Solar cell; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001472917,0.0003961905,0.0002987464,0.0002647576,0.0003166983,0.0004985356,0.0004407579,0.0003121345,0.002578835],"category_scores_gemma":[0.0003416447,0.0002103519,0.0002654567,0.0003655583,0.000126807,0.0003588103,0.0002691277,0.0002022083,0.0004898242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007582905,"about_ca_system_score_gemma":0.0006610809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002260559,"about_ca_topic_score_gemma":0.005586777,"domain_scores_codex":[0.9999181,0.00001111621,0.000002416498,0.00001132482,0.000040755,0.0000162908],"domain_scores_gemma":[0.9999385,0.00001450416,0.000007205153,0.000008102918,0.00002625351,0.000005551762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009670667,0.00004968083,0.001439039,0.00006807085,0.00004518063,0.0001157165,0.00007519867,0.8449029,0.1093699,0.008948934,0.001164017,0.0337246],"study_design_scores_gemma":[0.0000120367,0.00007288408,0.0008630492,0.00000648573,0.00002546782,0.00004372559,0.00003345394,0.9709417,0.02273423,0.001809519,0.003448664,0.000008739273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.552529,0.0004422396,0.3888878,0.0001724355,0.00005495696,0.000123047,0.0003699694,0.0005055554,0.05691489],"genre_scores_gemma":[0.913743,0.0001207619,0.08002845,0.0000464019,0.000006833583,0.0001594404,0.0002337596,0.0001644911,0.005496888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002578835,"threshold_uncertainty_score":0.008627057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01692301805791176,"score_gpt":0.2107649873447875,"score_spread":0.1938419692868758,"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."}}