{"id":"W4255250327","doi":"10.4000/communication.2819","title":"Vol. 30/1","year":2012,"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","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.00198124,0.0009052393,0.0009409486,0.0004395504,0.0008941931,0.0003024656,0.005088692,0.001339437,0.1183281],"category_scores_gemma":[0.0005562294,0.001064712,0.0003390738,0.0007670441,0.0006877067,0.0006763354,0.002314337,0.00250636,0.911755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001246944,"about_ca_system_score_gemma":0.0003701498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003222056,"about_ca_topic_score_gemma":0.00003216252,"domain_scores_codex":[0.9937345,0.002754475,0.001175485,0.0006018922,0.0007128573,0.001020765],"domain_scores_gemma":[0.9840593,0.0005953203,0.001756499,0.01177716,0.00142356,0.0003881281],"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":[0.00003881687,0.0005301982,0.0002163235,0.0001689025,0.000213541,2.324565e-7,0.001222985,0.00003208533,0.0006117438,0.0009732585,0.9902972,0.00569471],"study_design_scores_gemma":[0.0005961118,0.00003895206,0.002558703,0.0007281323,0.0004235831,0.000007627754,0.0002007036,0.0005776539,0.0002868882,0.0002210544,0.9933349,0.001025711],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009187503,0.2859643,0.0001900776,0.0006627543,0.003529327,0.001595631,0.0007314926,0.000310666,0.706097],"genre_scores_gemma":[0.4332281,0.07227746,0.002908537,0.0003363858,0.002391188,0.0006672147,0.02786215,0.001166154,0.4591628],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7934269,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06759435128914337,"score_gpt":0.3326669912127539,"score_spread":0.2650726399236106,"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."}}