{"id":"W3213431515","doi":"10.1149/ma2021-02581751mtgabs","title":"Additive Manufacturing of Microcantilevers of Varying Stiffness for Sensing Applications","year":2021,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Stiffness; Materials science; Computer science; Composite material","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":[0.0001813209,0.00008249241,0.0001452732,0.00002531018,0.00008964408,0.00001167816,0.0000688157,0.00003897172,0.00005783057],"category_scores_gemma":[0.0001020526,0.00009477133,0.00005130835,0.00007524498,0.0000780067,0.00008685097,0.00006634991,0.00004444263,0.00001293906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005004889,"about_ca_system_score_gemma":0.00001978023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003159044,"about_ca_topic_score_gemma":0.0000391217,"domain_scores_codex":[0.9991884,0.00001915077,0.0003030635,0.0002038812,0.0001328721,0.000152584],"domain_scores_gemma":[0.9993088,0.0001882494,0.0002897693,0.0001491669,0.00002900551,0.00003497646],"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":[0.00001371338,0.00001968033,0.001390587,0.00006132602,0.00001333266,0.000002182385,0.0001341337,0.009769366,0.9840445,0.000003296662,0.00004825036,0.004499611],"study_design_scores_gemma":[0.0001691465,0.000005003792,0.04155994,0.00007419795,0.00002226499,0.00002074507,0.0001801931,0.0001078454,0.9564415,0.0002127348,0.001123743,0.00008265273],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921937,0.000007423323,0.0003437319,0.00001864686,0.0001844748,0.0001793448,0.00004673261,0.00002000976,0.007005965],"genre_scores_gemma":[0.9813172,0.000002779591,0.01856493,0.000009261819,0.00004727097,0.00000684754,0.00002217024,0.00001279598,0.00001679415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04016935,"threshold_uncertainty_score":0.3864663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01079149940915489,"score_gpt":0.2249298295400778,"score_spread":0.2141383301309229,"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."}}