{"id":"W7084411962","doi":"10.5281/zenodo.17250585","title":"Editorial","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Process (computing); Judgement; Production (economics); Table (database); Simple (philosophy)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005719417,0.001696794,0.001431104,0.002787909,0.002058516,0.007554945,0.002520065,0.005364077,0.1421645],"category_scores_gemma":[0.04124364,0.0005915355,0.001550321,0.0009470748,0.001645658,0.003507491,0.001727145,0.007067579,0.09207072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001899576,"about_ca_system_score_gemma":0.003428892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005850552,"about_ca_topic_score_gemma":0.0009949612,"domain_scores_codex":[0.9939871,0.0008044728,0.000679268,0.001036523,0.002913919,0.0005786713],"domain_scores_gemma":[0.9549493,0.006199876,0.002254694,0.003167913,0.02648319,0.006944985],"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":[0.00003637857,0.000009032658,0.00004830025,0.0001644598,0.000007046526,0.00009598608,0.00001325722,0.00001273782,0.00007866431,0.0004499039,0.9868467,0.01223733],"study_design_scores_gemma":[0.00001808934,0.00001926651,0.0001542995,0.0002624563,0.000009512581,0.0002792315,0.00003660593,0.00003481556,0.0001394543,0.0007222497,0.9983168,0.000007168294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0001595002,0.004472332,0.0004304505,0.03386417,0.9463089,0.00006155692,0.0003536116,0.0003133542,0.01403608],"genre_scores_gemma":[0.003307198,0.008514435,0.0006680256,0.03522618,0.8443066,0.0001017673,0.0007949271,0.0004304207,0.1066505],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.8578355,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01765062259424504,"score_gpt":0.2298216205877917,"score_spread":0.2121709979935466,"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."}}