{"id":"W4244092149","doi":"10.1515/iupac.76.0529","title":"Ultrasonics","year":2016,"lang":"en","type":"dataset","venue":"IUPAC Standards Online","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of New Brunswick","funders":"","keywords":"Photothermal therapy; Optics; Photothermal spectroscopy; Materials science; Nanotechnology; Physics","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":[],"category_scores_codex":[0.0002210508,0.0004126892,0.0004342273,0.0001977488,0.00004650859,0.00003542271,0.0004146166,0.0004814457,0.002022907],"category_scores_gemma":[0.00007234068,0.0003295167,0.0001831323,0.0001654091,0.0000813767,0.0000516042,0.00003584316,0.0005103903,5.072441e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001782559,"about_ca_system_score_gemma":0.0001095906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002145716,"about_ca_topic_score_gemma":0.0001117362,"domain_scores_codex":[0.9985574,0.00002310546,0.0003120193,0.0002507327,0.0004778175,0.0003789098],"domain_scores_gemma":[0.9989203,0.0000851551,0.00005940334,0.000696149,0.0001151557,0.0001238942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001621923,0.00003085325,7.544365e-7,0.0001861062,0.0001052367,0.00002634978,0.000006056466,0.00001149153,0.000122311,0.000006511253,0.9945827,0.004905379],"study_design_scores_gemma":[0.0002098976,0.00006438147,0.000006290248,0.0003510511,0.00008376572,0.00001344907,0.000004343838,0.00001580948,0.0003274704,0.0002971115,0.9981819,0.0004444782],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00004409975,0.001491494,0.002658608,0.00002327035,0.0008710572,0.0002004221,0.9937236,0.0008966186,0.00009079376],"genre_scores_gemma":[0.00009815421,0.004078415,0.00006941431,0.0000570647,0.0005360554,0.00002195048,0.9950227,0.00006979276,0.00004645373],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.004460901,"threshold_uncertainty_score":0.9999157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007236612860066303,"score_gpt":0.331429015756722,"score_spread":0.3241924028966557,"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."}}