{"id":"W2915654371","doi":"10.1111/j.1751-908x.2014.00347.x","title":"GGR Biennial Critical Review: Analytical Developments Since 2012","year":2014,"lang":"en","type":"article","venue":"Geostandards and Geoanalytical Research","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Astronomical Society of Australia","keywords":"Compendium; Data science; Interpretation (philosophy); Nanotechnology; Isotope geochemistry; Computer science; Earth science; Engineering physics; Analytical Chemistry (journal); Chemistry; Materials science; Physics; Geology; Environmental chemistry; Isotope; Archaeology; Geography; Nuclear 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007188478,0.0002383169,0.0004650083,0.0001748382,0.0005617242,0.0003284637,0.0009575194,0.0001757105,0.0003194443],"category_scores_gemma":[0.01263816,0.0001926267,0.0001031138,0.001010434,0.0007728633,0.0003521435,0.001148192,0.0008012476,0.0001322403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007606054,"about_ca_system_score_gemma":0.0003054454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001778105,"about_ca_topic_score_gemma":0.000005457775,"domain_scores_codex":[0.9951683,0.000448932,0.0004824152,0.0009094241,0.001694789,0.001296082],"domain_scores_gemma":[0.9955472,0.001638914,0.00003653336,0.0007787544,0.001224857,0.0007737299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003757519,0.0001134319,0.001407252,0.0006044333,0.0000415645,0.00008582883,0.00005011366,0.000002529278,0.00004516793,0.8820439,0.0416816,0.07388658],"study_design_scores_gemma":[0.0003586609,0.0002113876,0.00293025,0.0004575896,0.00002192101,0.00007175278,0.00001433561,0.04272901,0.0001043976,0.03234537,0.9204154,0.0003399374],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001174103,0.009954994,0.4238317,0.2322703,0.0003860403,0.0006655704,0.00003474327,0.0002729858,0.3314096],"genre_scores_gemma":[0.9477288,0.003258291,0.02712872,0.004325124,0.0005532291,0.00006169969,0.00002129715,0.00001619611,0.01690665],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9465547,"threshold_uncertainty_score":0.9956788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06571713401495098,"score_gpt":0.3863779021262363,"score_spread":0.3206607681112854,"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."}}