{"id":"W4408930957","doi":"10.1016/b978-0-44-313219-3.00072-1","title":"Semiconductors","year":2025,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Transition Metal Oxide Nanomaterials","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Materials science","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004059964,0.0005186147,0.0008133146,0.0002239146,0.0001070315,0.00012994,0.0005038049,0.0004763155,0.007333218],"category_scores_gemma":[0.00002500227,0.0004857337,0.0002859737,0.00001285613,0.0002009104,0.00008090567,0.0001440606,0.0002358136,0.00296684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137524,"about_ca_system_score_gemma":0.0002335367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.505618e-7,"about_ca_topic_score_gemma":0.000006539695,"domain_scores_codex":[0.9977906,0.0000596063,0.0007231022,0.0006748533,0.0003996666,0.0003522055],"domain_scores_gemma":[0.9986034,0.00007962946,0.0002994934,0.0007664402,0.0001203114,0.0001306979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002526098,0.000006319756,3.798875e-7,0.0002397632,0.00004817662,0.00004844808,0.00007991996,5.386158e-7,0.7087739,0.02448864,0.001409213,0.2648794],"study_design_scores_gemma":[0.0001849895,0.00002280631,0.000001888266,0.000436726,0.0001277712,0.00001313706,0.000002004736,1.493356e-7,0.1485125,0.01074717,0.8395281,0.0004228301],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00294052,0.0006026539,0.000003434672,0.00005319841,0.002814709,0.0005261544,0.0003598843,0.00030271,0.9923967],"genre_scores_gemma":[0.001183014,0.00003101999,0.0009775822,0.0005601982,0.0003816789,0.00003396708,0.00004221293,0.00008018553,0.9967101],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8381189,"threshold_uncertainty_score":0.9997594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01536224502113049,"score_gpt":0.2391660790934207,"score_spread":0.2238038340722902,"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."}}