{"id":"W4319829037","doi":"10.1002/apxr.202200088","title":"Copolymer Mediated Engineering of Halide Perovskites and Associated Devices: Current State and Future","year":2023,"lang":"en","type":"article","venue":"Advanced Physics Research","topic":"Perovskite Materials and Applications","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Ontario Ministry of Research, Innovation and Science; University of Waterloo; Canada Foundation for Innovation","keywords":"Halide; Copolymer; Perovskite (structure); Materials science; Polymer; Nanotechnology; Chemical engineering; Chemistry; Inorganic chemistry; Composite material; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002052989,0.0001117645,0.000171903,0.00009110838,0.00007045722,0.00003728166,0.00008842373,0.00003093345,0.000007690386],"category_scores_gemma":[0.00003445366,0.0001101461,0.00001664166,0.0006515358,0.00005872284,0.0001268964,0.00007780046,0.0001866141,0.00001751656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002367305,"about_ca_system_score_gemma":0.00001340674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008813344,"about_ca_topic_score_gemma":0.000007139916,"domain_scores_codex":[0.9991243,0.00002450722,0.0001590657,0.0001608406,0.0002155505,0.0003157763],"domain_scores_gemma":[0.9994098,0.0002405565,0.00002151433,0.0001412128,0.0001008892,0.00008603897],"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":[0.000009331674,0.00003919398,0.0007390421,0.0005576204,0.00007167171,0.000002236035,0.0009042236,0.009416747,0.8820859,0.001329195,0.0003879326,0.1044569],"study_design_scores_gemma":[0.002857261,0.0001931594,0.1188619,0.0007632901,0.00005101764,0.000003047941,0.0008925078,0.3160198,0.4810613,0.009484903,0.0683381,0.00147368],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971637,0.001961317,0.0001526408,0.00006267037,0.00008335918,0.0001674746,0.000169896,0.0001412737,0.00009767116],"genre_scores_gemma":[0.9949257,0.004640648,0.0001108919,0.000002573367,0.00009140809,0.00006820263,0.00009828087,0.00003471675,0.00002756983],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4010246,"threshold_uncertainty_score":0.4491628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03004743493063687,"score_gpt":0.328504793560002,"score_spread":0.2984573586293651,"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."}}