{"id":"W4241513103","doi":"10.4000/communication.4042","title":"Vol. 23/2","year":2005,"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":["research_integrity","insufficient_payload"],"category_scores_codex":[0.001417698,0.0009297875,0.0009662353,0.0005633237,0.0008989412,0.0004008341,0.005768038,0.00131024,0.03653838],"category_scores_gemma":[0.0006138922,0.001135284,0.0003824351,0.001002154,0.0006858018,0.0005713139,0.001937345,0.002630932,0.8590603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001671765,"about_ca_system_score_gemma":0.0005397757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003003276,"about_ca_topic_score_gemma":0.0003132191,"domain_scores_codex":[0.9940764,0.002223983,0.001338617,0.0008015809,0.0007565789,0.0008028868],"domain_scores_gemma":[0.984115,0.0005664165,0.001700281,0.01178211,0.001561996,0.0002741827],"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":[0.0000623795,0.0004557402,0.00004262836,0.00009663739,0.0001847985,5.14905e-7,0.0007235807,0.0003769437,0.0005075136,0.0007300971,0.9855614,0.01125776],"study_design_scores_gemma":[0.0008024012,0.00005398139,0.0009856842,0.0008691445,0.0002856498,0.00001023518,0.0001596725,0.003486376,0.0002871891,0.0002286665,0.991803,0.001028017],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006298124,0.1961127,0.0001623406,0.002212391,0.001833657,0.001639028,0.0008496996,0.0003739399,0.7961864],"genre_scores_gemma":[0.1129346,0.1077373,0.005813253,0.0004919022,0.002030908,0.0004486021,0.03510482,0.0008715288,0.7345671],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8225219,"threshold_uncertainty_score":0.9999863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0491644668593659,"score_gpt":0.3283427158662878,"score_spread":0.2791782490069219,"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."}}