{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001009625,0.001206773,0.001356256,0.00302638,0.000991785,0.005470398,0.0023756,0.002515343,0.3767314],"category_scores_gemma":[0.005106311,0.0004060804,0.0008695,0.003328138,0.0008409995,0.003142443,0.002487765,0.002773366,0.3252001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002880911,"about_ca_system_score_gemma":0.006090795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007391474,"about_ca_topic_score_gemma":0.009733479,"domain_scores_codex":[0.9984277,0.0001476484,0.0001175413,0.0002952519,0.0008489402,0.0001628146],"domain_scores_gemma":[0.9974219,0.0003541693,0.0001482133,0.0002382982,0.001407384,0.0004299148],"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":[0.00001711792,0.00001083779,0.00003935269,0.0007716092,0.000006692187,0.00004606455,0.00003100737,0.0000321502,0.0001665313,0.00257445,0.9001026,0.09620152],"study_design_scores_gemma":[0.000001969599,0.000002740974,0.00004015697,0.0002309918,0.000002278306,0.00004940089,0.0000112483,0.000002605543,0.00001866217,0.0003202981,0.999318,0.000001777917],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000426256,0.3696203,0.00166715,0.03882252,0.07571607,0.0002194504,0.008005454,0.001474519,0.5040482],"genre_scores_gemma":[0.003550142,0.2971961,0.001566837,0.02844661,0.02367582,0.0001702252,0.008613518,0.0007743998,0.6360064],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6232686,"threshold_uncertainty_score":0,"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."}}