{"id":"W3137667816","doi":"10.1021/acsphotonics.0c01949","title":"Accelerated Discovery of Optoelectronic Materials","year":2021,"lang":"en","type":"article","venue":"ACS Photonics","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Citation; Social media; Library science; Altmetrics; Computer science; World Wide Web","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":[0.001128431,0.0005635736,0.0004498713,0.0006488304,0.0003232315,0.001868597,0.000880704,0.001263136,0.007695731],"category_scores_gemma":[0.001319373,0.0003181211,0.0004369527,0.0004277911,0.0005629146,0.002115766,0.001499991,0.002250342,0.003255506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001009097,"about_ca_system_score_gemma":0.0007080447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002546772,"about_ca_topic_score_gemma":0.0004837061,"domain_scores_codex":[0.9995591,0.00006998506,0.00001174295,0.00009483854,0.0001848073,0.00007941093],"domain_scores_gemma":[0.9995893,0.0001080329,0.00004032643,0.00008574378,0.0001176175,0.00005909607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002752443,0.0003287276,0.001087701,0.001256336,0.0001125539,0.0003061484,0.0002118961,0.003774531,0.4367613,0.2798952,0.0549561,0.2210343],"study_design_scores_gemma":[0.00008433932,0.0004311176,0.001077777,0.0002110721,0.00004443751,0.000352464,0.00008755043,0.02525379,0.5228978,0.03527635,0.4142359,0.00004737179],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2806783,0.09452266,0.3322977,0.01942329,0.008324654,0.0007582557,0.004397245,0.005120025,0.2544779],"genre_scores_gemma":[0.6994545,0.04120043,0.200371,0.002992726,0.0008829389,0.000528102,0.002361842,0.0006040796,0.05160445],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007695731,"threshold_uncertainty_score":0.0257448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442265746328388,"score_gpt":0.2717770033885687,"score_spread":0.2573543459252849,"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."}}