{"id":"W4233085988","doi":"10.4000/communication.9038","title":"Vol. 36/1","year":2019,"lang":"it","type":"paratext","venue":"Communication","topic":"","field":"","cited_by":1,"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","open_science","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001432923,0.0008878195,0.001078702,0.0005230028,0.0005867813,0.0004001613,0.00611911,0.001336364,0.03344225],"category_scores_gemma":[0.0005969972,0.001054126,0.000388928,0.0009224041,0.0005093166,0.0005015086,0.002431995,0.002577687,0.9252827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001253084,"about_ca_system_score_gemma":0.0006862204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003901149,"about_ca_topic_score_gemma":0.00006166049,"domain_scores_codex":[0.9941337,0.002356473,0.001170696,0.0008438079,0.0007522719,0.0007430978],"domain_scores_gemma":[0.9808198,0.0007576134,0.001807754,0.01472074,0.001693697,0.0002003703],"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":[0.0001243064,0.0003029248,0.0001231678,0.0002592312,0.0002169596,3.456049e-7,0.0006733658,0.0003671329,0.0008123497,0.0006322519,0.9931502,0.003337755],"study_design_scores_gemma":[0.0008877006,0.00008319676,0.00158595,0.001229619,0.0002282879,0.000006078739,0.0002111945,0.005033219,0.0002520023,0.0002515137,0.9891974,0.001033801],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001011243,0.1248072,0.0003418698,0.001159108,0.005897304,0.002748288,0.001118054,0.0003085075,0.8626084],"genre_scores_gemma":[0.1770578,0.04266068,0.001529639,0.0003193813,0.0006215514,0.0002774102,0.02622705,0.0007912533,0.7505152],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8918405,"threshold_uncertainty_score":0.9999601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05052431317811719,"score_gpt":0.3235474208304688,"score_spread":0.2730231076523517,"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."}}