{"id":"W2005607628","doi":"10.4028/www.scientific.net/kem.442.309","title":"A Novel Fabrication Method for Nitinol Shape Memory Alloys","year":2010,"lang":"en","type":"article","venue":"Key engineering materials","topic":"Shape Memory Alloy Transformations","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Materials science; Nickel titanium; Shape-memory alloy; Scanning electron microscope; Polishing; Diffusion bonding; Composite material; Differential scanning calorimetry; Fabrication; Optical microscope; Titanium; FOIL method; Diffusion welding; Metallurgy; Welding","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":[0.001092132,0.0002351476,0.0002979602,0.0001359437,0.0001203111,0.0001986388,0.0003777491,0.0001453704,0.001894936],"category_scores_gemma":[0.0004870208,0.0002364802,0.0000692383,0.0001192697,0.00002663673,0.0003993264,0.00004260116,0.0001012945,0.0002655306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003067359,"about_ca_system_score_gemma":0.00004332438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003004545,"about_ca_topic_score_gemma":0.000004823905,"domain_scores_codex":[0.9985608,0.00002644624,0.0004756428,0.0003233762,0.0002003124,0.0004134355],"domain_scores_gemma":[0.998987,0.0002425,0.0001132757,0.0003921987,0.0001561728,0.0001088528],"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":[0.00001625608,0.00003473895,0.000001144852,0.0001203646,0.000009636031,4.939068e-7,0.0002589652,0.001208684,0.9951745,0.002543116,0.0001791287,0.0004530312],"study_design_scores_gemma":[0.0005181603,0.00002596386,0.0005635101,0.00002245304,0.00003363398,0.00003275652,0.00001918284,0.01134973,0.9832437,0.00008012005,0.003822075,0.0002886793],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.65219,0.00000578917,0.3433161,0.0001592436,0.002781239,0.0006168757,0.0002402729,0.0004564913,0.0002340709],"genre_scores_gemma":[0.6120282,0.000001387388,0.3865301,0.0001050126,0.0005823096,0.0005033557,0.0000719978,0.00006372722,0.0001138979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04321406,"threshold_uncertainty_score":0.9990175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0178921206364991,"score_gpt":0.261814440541903,"score_spread":0.2439223199054039,"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."}}