{"id":"W4401122286","doi":"10.17118/11143/21773","title":"Introduzione","year":2023,"lang":"it","type":"article","venue":"Circula","topic":"Linguistic Studies and Language Acquisition","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000353507,0.0001493859,0.0001925724,0.0001209027,0.0002655468,0.0001664589,0.0004811038,0.00007500081,0.0003487032],"category_scores_gemma":[0.000355384,0.0001482711,0.0000993466,0.001072904,0.00006310528,0.0000801331,0.0004527523,0.0001237994,0.00594344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005230919,"about_ca_system_score_gemma":0.00004628627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000642143,"about_ca_topic_score_gemma":0.000001524889,"domain_scores_codex":[0.998495,0.00005281827,0.0002230954,0.0004652019,0.0003150298,0.0004488533],"domain_scores_gemma":[0.9989409,0.0001164885,0.00006839332,0.000647462,0.000128859,0.00009783226],"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":[0.00001283289,0.0001977702,0.001741385,0.0002537993,0.0003526098,0.002457647,0.02678543,0.0005549275,0.002129742,0.3009962,0.4341185,0.2303992],"study_design_scores_gemma":[0.002322144,0.0003420108,0.1446901,0.0004554279,0.0002108779,0.0001610424,0.003272384,0.2322866,0.0008220403,0.02294828,0.5906188,0.001870252],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1795297,0.02918634,0.4147535,0.05353561,0.07620198,0.002282886,0.0001543681,0.006441751,0.2379139],"genre_scores_gemma":[0.9908468,0.0002349685,0.0004309513,0.001256848,0.003077361,0.00001344626,0.00002374363,0.00001833203,0.0040976],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8113171,"threshold_uncertainty_score":0.9948305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02031958962603388,"score_gpt":0.2610564892429116,"score_spread":0.2407368996168777,"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."}}