{"id":"W4417434189","doi":"10.1049/pbpo267e_ch11","title":"Sustainable materials for small blades","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Material Selection and Properties","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004835326,0.0003075515,0.000452214,0.0001250232,0.0002130724,0.0003989392,0.0002777681,0.0003232529,0.04411726],"category_scores_gemma":[0.0000826873,0.0002425164,0.00009159774,0.00001512743,0.00007161477,0.00007726605,0.0001413453,0.00005508352,0.0004990903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000115402,"about_ca_system_score_gemma":0.0002211371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003291249,"about_ca_topic_score_gemma":0.00006099596,"domain_scores_codex":[0.9986352,0.00002041628,0.0003960593,0.0004112627,0.0001579532,0.0003790873],"domain_scores_gemma":[0.999041,0.00005508367,0.0001417708,0.0002851886,0.000419133,0.00005783525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001651812,0.00000653767,4.101951e-8,0.0007927027,0.00001702464,0.000002910593,0.00003302962,5.150579e-7,0.1848646,0.7359583,0.07787054,0.0002886401],"study_design_scores_gemma":[0.0001146773,0.00006582268,1.12706e-7,0.00005721694,0.00002747147,0.000001706285,0.00001923734,5.937484e-7,0.3743322,0.02469455,0.6004854,0.0002009811],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003589001,0.0001994243,0.000477266,0.0002990433,0.001678077,0.000983974,0.000157051,0.0003030339,0.9955432],"genre_scores_gemma":[0.0008412428,0.00007088647,0.001002249,0.0004894747,0.0004060981,0.0001107331,0.00004984466,0.00004364535,0.9969859],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7112637,"threshold_uncertainty_score":0.9889532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02592490621772093,"score_gpt":0.2345837542300364,"score_spread":0.2086588480123154,"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."}}