{"id":"W2899448978","doi":"10.1088/1361-6501/aaed01","title":"Lens-less PSD measurement of flexible link deflection","year":2018,"lang":"en","type":"article","venue":"Measurement Science and Technology","topic":"Advanced Measurement and Metrology Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Space Agency; Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada; National Aeronautics and Space Administration","keywords":"Deflection (physics); Link (geometry); Lens (geology); Optics; Materials science; Physics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003045789,0.000183322,0.0002386482,0.0008575438,0.0002303214,0.00001603057,0.000338264,0.000160082,0.00001613533],"category_scores_gemma":[0.0003422971,0.0001727197,0.00002524405,0.001465508,0.001343791,0.0002841539,0.00007010777,0.0001830182,0.00001118665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004358933,"about_ca_system_score_gemma":0.0001509456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000974981,"about_ca_topic_score_gemma":0.00005833725,"domain_scores_codex":[0.9974328,0.00001369606,0.0002949793,0.0003538138,0.001423792,0.0004809639],"domain_scores_gemma":[0.9969187,0.000004689387,0.00007169424,0.0003807301,0.002561742,0.00006239318],"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":[0.00001076944,0.00002937066,0.002569275,0.00002744228,0.00002562122,6.811075e-7,0.00004455401,0.000006209985,0.9041665,0.005011878,0.0004067501,0.08770095],"study_design_scores_gemma":[0.0003010703,0.0004172753,0.002440993,0.000064923,0.00002798,0.000009765437,0.0001265343,0.0002824518,0.9814084,0.003525101,0.01119417,0.0002013659],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6191708,0.008624494,0.2828085,0.0025627,0.003245585,0.00175198,0.000004037573,0.005596052,0.07623583],"genre_scores_gemma":[0.9965992,0.0001448032,0.003062778,0.00003228936,0.00007202615,0.00005847441,1.505071e-7,0.00001646028,0.00001381303],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3774284,"threshold_uncertainty_score":0.7043304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05411313429696522,"score_gpt":0.2603535120577212,"score_spread":0.206240377760756,"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."}}