{"id":"W4294202719","doi":"10.1190/tle41090654.1","title":"Reviews","year":2022,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Engineering; Archaeology; History; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007310937,0.00004447863,0.00006861961,0.00001080635,0.0003618577,0.00002728896,0.0009725848,0.000007517505,0.0001338568],"category_scores_gemma":[0.00006639244,0.00003022251,0.00003627887,0.0002045067,0.00001689449,0.00004324009,0.0005048069,0.0001584287,0.0002800523],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001692887,"about_ca_system_score_gemma":0.00001026514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001843567,"about_ca_topic_score_gemma":2.168256e-7,"domain_scores_codex":[0.9994808,0.00009696169,0.00008016094,0.000128141,0.00008086788,0.0001330057],"domain_scores_gemma":[0.9994646,0.00005162109,0.0000415115,0.000417358,0.000008070624,0.00001687124],"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":[0.000002432851,0.00003968865,0.0003197549,0.000033147,0.000009919536,0.00002134236,0.004616582,0.0008188245,0.0065414,0.1539193,0.7418856,0.09179206],"study_design_scores_gemma":[0.0000272313,0.000009218818,0.00004521665,0.000002775484,0.000001125669,0.00002994554,0.00001857525,0.001870784,0.0004937581,0.006642594,0.9908121,0.00004667825],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005910805,0.004154599,0.07855731,0.09699754,0.002285962,0.0004464241,0.000001367928,0.0005014497,0.8111445],"genre_scores_gemma":[0.87334,0.00003543708,0.001995724,0.003768586,0.000184523,0.00008580462,0.000001566835,0.000002106693,0.1205862],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8674293,"threshold_uncertainty_score":0.3599599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04329440808362078,"score_gpt":0.2581652388843589,"score_spread":0.2148708308007382,"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."}}