{"id":"W4404492572","doi":"10.1007/978-3-031-67398-6_10","title":"Control of Intermetallic Compounds in NiTi/Stainless Steel Joints","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Intermetallic; Nickel titanium; Metallurgy; Materials science; Shape-memory alloy; Alloy","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":[0.0004436481,0.0003349926,0.0006905432,0.0004548019,0.00003022597,0.0000849057,0.0004328349,0.000234593,0.007458708],"category_scores_gemma":[0.00001448402,0.000296243,0.0001984778,0.00005140678,0.0002450007,0.000207754,0.00008020215,0.0003337101,0.002099131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001282875,"about_ca_system_score_gemma":0.0001180239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003739853,"about_ca_topic_score_gemma":0.0002933481,"domain_scores_codex":[0.9980752,0.00002898362,0.000879763,0.0003614706,0.0003879045,0.0002666127],"domain_scores_gemma":[0.9990908,0.0001578923,0.0001680012,0.0003946724,0.0001159856,0.00007265337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005847936,0.00005748005,0.000009539225,0.0007291196,0.00009166859,0.00007859598,0.0004032788,0.0000377749,0.08935264,0.9081861,0.0007342194,0.0002610959],"study_design_scores_gemma":[0.01136129,0.001113965,0.0006434334,0.01110361,0.001708263,0.0004172279,0.001244285,0.005148171,0.159967,0.4826428,0.318995,0.005654995],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009360789,0.000249223,0.0007883061,0.0001838878,0.0007426374,0.0006086109,0.0003919842,0.0001356294,0.9875389],"genre_scores_gemma":[0.712185,0.00002643501,0.0001624722,0.000160451,0.00005645513,0.00002572474,0.00003520252,0.00005553926,0.2872927],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7028242,"threshold_uncertainty_score":0.999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224989950958082,"score_gpt":0.2483761834228303,"score_spread":0.2258771883270221,"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."}}