{"id":"W4232371803","doi":"10.4000/communication.4608","title":"Vol. 22/1","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":[0.001590649,0.0009357409,0.0009874592,0.0005095325,0.0009399451,0.000386625,0.004541325,0.001314695,0.09280205],"category_scores_gemma":[0.0007699052,0.001144147,0.0003681295,0.00124522,0.0006950965,0.0004165192,0.001034345,0.002456175,0.7854034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001326431,"about_ca_system_score_gemma":0.0006035406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000219016,"about_ca_topic_score_gemma":0.00004898272,"domain_scores_codex":[0.9926043,0.003849287,0.001260326,0.0008157918,0.0006738052,0.0007965516],"domain_scores_gemma":[0.983803,0.0004918187,0.001661853,0.01208919,0.001681377,0.0002727267],"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":[0.00004144188,0.0004014494,0.00008117905,0.0001329905,0.0001885431,5.448296e-7,0.0003883051,0.0001144129,0.0004923112,0.001495545,0.995356,0.001307272],"study_design_scores_gemma":[0.0007982886,0.00006044616,0.0003433844,0.0007517033,0.000290569,0.00001358423,0.000185247,0.0007231639,0.0004373565,0.000485854,0.9948528,0.001057555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005378865,0.1275736,0.0002392276,0.0004931797,0.0023878,0.001424088,0.0005245298,0.0001450463,0.8666746],"genre_scores_gemma":[0.020983,0.07481112,0.006356467,0.0005170892,0.0004099588,0.0004738054,0.01720716,0.0008704166,0.878371],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6926014,"threshold_uncertainty_score":0.9999818,"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."}}