{"id":"W4416373672","doi":"10.1016/j.isci.2025.114025","title":"Challenges and strategies in developing high-performance n-type polycrystalline SnSe thermoelectric materials","year":2025,"lang":"en","type":"review","venue":"iScience","topic":"Advanced Thermoelectric Materials and Devices","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"National Key Research and Development Program of China; Natural Science Foundation of Fujian Province; National Natural Science Foundation of China","keywords":"Thermoelectric effect; Thermoelectric materials; Doping; Phonon; Anisotropy; Crystallite","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001110231,0.0005775882,0.001636632,0.0004692226,0.0001784326,0.0003396914,0.0008692128,0.000260519,0.0001048105],"category_scores_gemma":[0.0001142993,0.0004285778,0.00004285869,0.001025745,0.0002043446,0.0006710767,0.0003119223,0.0001709927,0.00005230275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001331269,"about_ca_system_score_gemma":0.001031599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006496168,"about_ca_topic_score_gemma":0.00004512981,"domain_scores_codex":[0.9967464,0.0002887537,0.0008791789,0.0009984873,0.0003352967,0.0007518386],"domain_scores_gemma":[0.9985905,0.0003144126,0.0004720554,0.0004742375,0.00007544305,0.00007340667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002254566,0.00002466175,2.184454e-7,0.01558296,0.000007167831,0.00002249575,0.0001305462,0.000006329692,0.01518787,0.01106947,0.000004626326,0.9579411],"study_design_scores_gemma":[0.001428223,0.00119019,0.0005723822,0.1042654,0.0004951464,0.0005173213,0.0003627058,0.00005544855,0.09955971,0.01518393,0.7700599,0.006309572],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02231884,0.9750502,0.00008831413,0.00003794851,0.0008095334,0.0005938453,0.00002102013,0.000106724,0.0009735823],"genre_scores_gemma":[0.02842447,0.9700689,0.0010388,0.00004594045,0.0001097853,0.00009383203,0.00001117468,0.00003192476,0.0001752],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9516315,"threshold_uncertainty_score":0.9998166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04369157574946491,"score_gpt":0.3180423650756375,"score_spread":0.2743507893261726,"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."}}