{"id":"W4409271510","doi":"10.31399/asm.amp.2025-02.p036","title":"Do Shape Memory Alloys Have Standards?","year":2025,"lang":"en","type":"article","venue":"AM&P Technical Articles","topic":"Advanced Memory and Neural Computing","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"ATS Automation Tooling Systems (Canada)","funders":"","keywords":"Shape-memory alloy; Psychology; Materials science; Metallurgy","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":[],"consensus_categories":[],"category_scores_codex":[0.0001923558,0.0001362323,0.0001676089,0.00005963125,0.00009567302,0.00003356891,0.0001852147,0.00006979639,0.00009178353],"category_scores_gemma":[0.0001395874,0.0001262992,0.00006782476,0.0002145115,0.00007168158,0.0001214225,0.0001051826,0.0002388941,0.00002848084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007108568,"about_ca_system_score_gemma":0.0000135643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000011099,"about_ca_topic_score_gemma":0.00000738737,"domain_scores_codex":[0.9990802,0.00001816062,0.0002375476,0.0002015769,0.0001691792,0.0002933083],"domain_scores_gemma":[0.9994678,0.0001448478,0.00001582137,0.0002618729,0.00003957833,0.00007010822],"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":[0.00004853454,0.00006635189,0.0006826953,0.0001035086,0.00004175298,0.00005654167,0.00008912311,0.01992606,0.5409271,0.006037903,0.006513632,0.4255069],"study_design_scores_gemma":[0.0008217255,0.00009802845,0.004285537,0.0002451247,0.00004489909,0.00002365191,0.0002012114,0.03826196,0.9078332,0.02082005,0.02682007,0.0005445302],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688852,0.000697158,0.01376687,0.0003782628,0.0001819276,0.0001723578,0.00000692657,0.001507079,0.01440417],"genre_scores_gemma":[0.9975755,0.0000352384,0.001913436,0.000258061,0.00005032643,0.00001317454,8.368054e-7,0.00001800764,0.000135405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4249623,"threshold_uncertainty_score":0.5150334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01388807131630622,"score_gpt":0.2745294243997471,"score_spread":0.2606413530834409,"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."}}