{"id":"W2905704306","doi":"10.1111/ggr.12257","title":"Ultrafast, &gt; 50 Hz <scp>LA</scp>‐<scp>ICP</scp>‐<scp>MS</scp> Spot Analysis Applied to U–Pb Dating of Zircon and other U‐Bearing Minerals","year":2018,"lang":"en","type":"article","venue":"Geostandards and Geoanalytical Research","topic":"Geological and Geochemical Analysis","field":"Earth and Planetary Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; European Regional Development Fund; Science Foundation Ireland","keywords":"Zircon; Mineralogy; Geology; Analytical Chemistry (journal); Titanite; Geochemistry; Chemistry; Environmental chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005394354,0.0005409369,0.001326213,0.0009821847,0.0006884334,0.00049463,0.000711647,0.0004000694,0.001501638],"category_scores_gemma":[0.008586454,0.0004003612,0.0003654078,0.003576691,0.001632922,0.0001963314,0.000386378,0.0008809864,0.0002110578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002370517,"about_ca_system_score_gemma":0.0001439655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004477826,"about_ca_topic_score_gemma":0.004087104,"domain_scores_codex":[0.9930094,0.0004565966,0.0009796562,0.001461642,0.002164046,0.001928625],"domain_scores_gemma":[0.9888031,0.008126509,0.0002006871,0.000689852,0.0007511532,0.001428639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002137199,0.000470061,0.8867787,0.0005052651,0.003872538,0.000147699,0.00333228,0.00321655,0.04541869,0.006602956,0.01473907,0.03470252],"study_design_scores_gemma":[0.002802944,0.003148432,0.5001767,0.0002465424,0.002407646,0.00007362437,0.009624518,0.04690173,0.04504538,0.03699142,0.352021,0.0005601035],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8668222,0.0006648193,0.001580634,0.0002743396,0.00003571238,0.0003672457,0.0005997966,0.00005201256,0.1296033],"genre_scores_gemma":[0.9910827,0.000144091,0.002292126,0.0003738938,0.000355621,0.00001031593,0.0001324527,0.00001872523,0.005590034],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.386602,"threshold_uncertainty_score":0.9998448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03517728416131098,"score_gpt":0.3039764650816448,"score_spread":0.2687991809203338,"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."}}