{"id":"W4237397956","doi":"10.4095/300288","title":"Managing geochemical data: challenges and best practices","year":2017,"lang":"en","type":"report","venue":"","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Best practice; Data science; Computer science; Political science","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":[0.04321139,0.002352614,0.003185258,0.006648814,0.003475736,0.03278975,0.01320698,0.006194543,0.006447993],"category_scores_gemma":[0.114011,0.002439463,0.002332326,0.0120649,0.004933601,0.05158789,0.01656226,0.009339151,0.008173792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003094457,"about_ca_system_score_gemma":0.0134632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02021867,"about_ca_topic_score_gemma":0.01604389,"domain_scores_codex":[0.9727944,0.006014393,0.003484409,0.003853917,0.01220068,0.001652198],"domain_scores_gemma":[0.8601612,0.03905033,0.004090044,0.05821054,0.03346934,0.005018517],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000199327,0.0004977621,0.01277172,0.001887143,0.0002990974,0.0003612269,0.002355813,0.01770808,0.006102199,0.07862993,0.1091266,0.7700611],"study_design_scores_gemma":[0.00009573179,0.0001065202,0.00293255,0.002973007,0.0001998231,0.0009171274,0.007985403,0.1083174,0.01916661,0.3234562,0.5335641,0.0002855608],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02264703,0.01791338,0.7672672,0.1352364,0.001581473,0.001198094,0.006622499,0.01614561,0.03138833],"genre_scores_gemma":[0.09865463,0.01861706,0.8580552,0.003927481,0.000966328,0.0004100348,0.01205439,0.00243765,0.004877255],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04321139,"threshold_uncertainty_score":0.2285264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2591986557822158,"score_gpt":0.3740377730429835,"score_spread":0.1148391172607677,"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."}}