{"id":"W4238377714","doi":"10.4000/communication.4528","title":"Vol. 22/2","year":2003,"lang":"it","type":"paratext","venue":"Communication","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001588393,0.000935498,0.0009870575,0.0005085481,0.0009398215,0.0003863294,0.004538387,0.00131445,0.09246781],"category_scores_gemma":[0.0007680044,0.001143876,0.0003623234,0.001244487,0.0006949343,0.0004162852,0.001033922,0.002455379,0.7839011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001325826,"about_ca_system_score_gemma":0.0006028059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002186445,"about_ca_topic_score_gemma":0.00004878809,"domain_scores_codex":[0.9926081,0.003847224,0.001259581,0.0008153393,0.0006734864,0.0007962779],"domain_scores_gemma":[0.9838349,0.0004915872,0.001661183,0.01208319,0.001656528,0.0002726679],"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":[0.00004137878,0.0004005269,0.00007931474,0.0001328152,0.000188366,5.447487e-7,0.0003867862,0.0001168275,0.0004997718,0.001491059,0.9953679,0.001294697],"study_design_scores_gemma":[0.0007970026,0.00006127854,0.0003319276,0.0007505202,0.0002903818,0.00001360668,0.0001837823,0.0007300909,0.0004459445,0.0004852295,0.9948533,0.001057004],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000524946,0.1277109,0.0002406118,0.0005102029,0.002390936,0.001429228,0.0005251566,0.0001454174,0.8665226],"genre_scores_gemma":[0.02079429,0.07282932,0.006387997,0.0005159918,0.0004094242,0.0004732939,0.01716426,0.0008695213,0.8805559],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6914333,"threshold_uncertainty_score":0.9999821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04933758914786181,"score_gpt":0.3215122567467217,"score_spread":0.2721746675988599,"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."}}