{"id":"W3217204418","doi":"10.1002/adma.202107420","title":"Mechanochemistry Advances High‐Performance Perovskite Solar Cells","year":2021,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Perovskite Materials and Applications","field":"Engineering","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Formamidinium; Materials science; Perovskite (structure); Crystallization; Nucleation; Chemical engineering; Energy conversion efficiency; Halide; Mechanochemistry; Photovoltaics; Crystal (programming language); Nanotechnology; Phase (matter); Inorganic chemistry; Photovoltaic system; Organic chemistry; Optoelectronics","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":[0.0000576494,0.0001893578,0.00008696081,0.0001314942,0.0001237711,0.000280919,0.0001804585,0.0002174712,0.002290085],"category_scores_gemma":[0.00006072595,0.0001326883,0.0001393437,0.0001092519,0.0001400863,0.0003036741,0.0002382203,0.0002948455,0.0005379848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001941859,"about_ca_system_score_gemma":0.0001733959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000335774,"about_ca_topic_score_gemma":0.001048164,"domain_scores_codex":[0.9999583,0.000002905544,0.000002614453,0.000008441859,0.00002007152,0.000007724222],"domain_scores_gemma":[0.9999832,0.000004475706,0.000003750878,0.000001682568,0.000004581669,0.000002400343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002012254,0.0000300219,0.0001953053,0.0001582901,0.000005333427,0.00009202133,0.0000128428,0.00063457,0.9845982,0.002359373,0.0004672754,0.0114268],"study_design_scores_gemma":[0.00002811684,0.00008705212,0.001414387,0.00001388775,0.00001042294,0.0002333629,0.00003234538,0.007729551,0.9653555,0.001016604,0.02406846,0.00001031676],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8814005,0.02136979,0.03719477,0.002123341,0.0006332779,0.0000809729,0.0003376728,0.0007073465,0.05615238],"genre_scores_gemma":[0.9831235,0.004140742,0.007642038,0.0001379523,0.00008193741,0.0000237038,0.00008638303,0.00001863548,0.004744952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002290085,"threshold_uncertainty_score":0.007661045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003291081290619238,"score_gpt":0.1869780475396386,"score_spread":0.1836869662490193,"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."}}