{"id":"W4253627872","doi":"10.4000/communication.7677","title":"Vol. 35/2","year":2018,"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","open_science","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001661221,0.0008814062,0.0009125754,0.0005132746,0.00113722,0.0004386123,0.00642995,0.001319477,0.05628609],"category_scores_gemma":[0.0007951278,0.001028344,0.0003328204,0.001049555,0.00151098,0.0004725015,0.00257475,0.00188674,0.862591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001158436,"about_ca_system_score_gemma":0.0005697373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003927417,"about_ca_topic_score_gemma":0.0001754308,"domain_scores_codex":[0.993977,0.002477841,0.001206104,0.0008447614,0.0007212517,0.0007730825],"domain_scores_gemma":[0.9816909,0.0005097614,0.001771195,0.01343451,0.002330813,0.0002627573],"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":[0.00008330361,0.000312261,0.00005743184,0.0001206751,0.0002040193,4.358528e-7,0.0009231753,0.00001507799,0.0006432302,0.000412696,0.9947347,0.002493001],"study_design_scores_gemma":[0.0006759588,0.0001306308,0.0007195887,0.001346124,0.0002869918,0.000008389435,0.000164664,0.001886238,0.0006263261,0.0006716013,0.9924977,0.0009857242],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002249021,0.09502651,0.0002909797,0.0009617581,0.004532297,0.001985676,0.001112452,0.000436406,0.8934049],"genre_scores_gemma":[0.1181615,0.06668335,0.006030974,0.0004700964,0.003027566,0.00054505,0.03268094,0.001203481,0.771197],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8063049,"threshold_uncertainty_score":0.999977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05685118717751892,"score_gpt":0.3361902726252983,"score_spread":0.2793390854477794,"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."}}