{"id":"W4391095604","doi":"10.1139/cjc-2023-0156","title":"Predicting the band gap of lead-free inorganic double perovskites using modified parallel residual network","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Chemistry","topic":"Perovskite Materials and Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lead (geology); Residual; Band gap; Materials science; Optoelectronics; Computer science; Geology; Algorithm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003524887,0.0005558798,0.0002805106,0.0002363976,0.0001582184,0.0003084816,0.0006593745,0.0003873659,0.0006674315],"category_scores_gemma":[0.0008568488,0.000172436,0.0003774666,0.0001939848,0.000177531,0.0005495161,0.000304751,0.0004868477,0.0001627772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004166019,"about_ca_system_score_gemma":0.00051241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007632835,"about_ca_topic_score_gemma":0.01008623,"domain_scores_codex":[0.9999126,0.00001753224,0.000003396188,0.00002927229,0.00002540675,0.00001185758],"domain_scores_gemma":[0.9998199,0.00009218619,0.00002155106,0.0000152283,0.00004394429,0.000007176965],"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":[0.0001791929,0.0001066254,0.005014842,0.0001021328,0.00005024414,0.0000954985,0.00002920116,0.9412776,0.01370123,0.001185033,0.0006638091,0.03759455],"study_design_scores_gemma":[0.000002815387,0.00001503738,0.0002584728,0.000001552559,0.000004301913,0.000007273556,0.000003256725,0.997695,0.001631934,0.0002878983,0.00009052462,0.000001865648],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.738754,0.0009284191,0.2526736,0.0004063701,0.00008331618,0.00005808525,0.0006116719,0.001388072,0.005096481],"genre_scores_gemma":[0.9655161,0.0002132633,0.0318783,0.00005722331,0.00001009611,0.00003608647,0.0005057519,0.00004268725,0.001740509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007632835,"threshold_uncertainty_score":0.01517677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02198289380491917,"score_gpt":0.2156903291679906,"score_spread":0.1937074353630714,"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."}}