{"id":"W4245867506","doi":"10.1515/iupac.76.0513","title":"Laser 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; Laser; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001105796,0.001854625,0.001338599,0.005486409,0.0007633276,0.002431853,0.001920044,0.001520878,0.05226018],"category_scores_gemma":[0.007649851,0.0004827945,0.001221058,0.008780465,0.0003271287,0.001871518,0.00207728,0.001407135,0.09047025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001259805,"about_ca_system_score_gemma":0.002403903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01622755,"about_ca_topic_score_gemma":0.02153484,"domain_scores_codex":[0.9982057,0.0002512452,0.0002460274,0.0005202409,0.0005739912,0.0002027882],"domain_scores_gemma":[0.9973791,0.0007076395,0.0002808477,0.0006251228,0.0008811988,0.0001262258],"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":[0.0001724224,0.00003948118,0.003012905,0.002410096,0.00006120904,0.00004626483,0.00003985532,0.0007647706,0.0003947657,0.001517553,0.9459401,0.04560061],"study_design_scores_gemma":[0.00007554036,0.00002112788,0.005838766,0.0005574123,0.00003375105,0.00008877338,0.00006849508,0.0005525389,0.0006395674,0.002025595,0.9900708,0.00002772962],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0004439522,0.0007900638,0.0005068367,0.0001145331,0.00008409988,0.00002600021,0.9938787,0.0008540582,0.003301788],"genre_scores_gemma":[0.00088506,0.0005512564,0.0008732834,0.00007665296,0.00002157791,0.00007955208,0.9957136,0.00008052851,0.001718536],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.05226018,"threshold_uncertainty_score":0.1748278,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007011185647026491,"score_gpt":0.325093612788608,"score_spread":0.3180824271415815,"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."}}