{"id":"W2982107219","doi":"10.4095/293951","title":"Portable XRF spectrometry of surficial sediment samples in the region of East Arm, Great Slave Lake, Northwest Territories, Canada","year":2014,"lang":"en","type":"report","venue":"","topic":"Image Processing and 3D Reconstruction","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Geology; Sediment; Archaeology; Oceanography; Geochemistry; Physical geography; Geography; Paleontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001753487,0.0002141994,0.0002231545,0.00143156,0.0021868,0.0007937707,0.0005470859,0.0002927381,0.001242735],"category_scores_gemma":[0.0003017744,0.0001620114,0.0001374199,0.002179884,0.000382281,0.0001890581,0.0003188052,0.000177406,0.0002690807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003639936,"about_ca_system_score_gemma":0.006013498,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9668744,"about_ca_topic_score_gemma":0.9878749,"domain_scores_codex":[0.9997302,0.000007099359,0.00001323048,0.00004908991,0.0001522613,0.00004809326],"domain_scores_gemma":[0.999707,0.00001015242,0.00001963002,0.000006233312,0.0002282095,0.00002870481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004421792,0.0001414401,0.745559,0.0002950703,0.000128326,0.001506456,0.00540953,0.001592194,0.1863271,0.0004918043,0.005109171,0.0529977],"study_design_scores_gemma":[0.000009135942,0.00002874775,0.9864253,0.00001888802,0.00001871859,0.0001627539,0.001843737,0.0005222544,0.006910768,0.00002117668,0.004030478,0.000008134996],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885319,0.0002573594,0.0006426637,0.0000553262,0.000005879306,0.00006198357,0.003950663,0.0000346033,0.006459529],"genre_scores_gemma":[0.9789641,0.000535003,0.003031795,0.00006879323,0.000004738131,0.00004150954,0.00233812,0.00002290508,0.01499298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03312564,"threshold_uncertainty_score":0.06664139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02383633293091504,"score_gpt":0.2292748918853036,"score_spread":0.2054385589543886,"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."}}