{"id":"W4235783767","doi":"10.4000/communication.137","title":"Vol. 25/2","year":2007,"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":[0.003096725,0.0009266199,0.0009599651,0.0008841004,0.0009274795,0.0003397456,0.005633987,0.001618282,0.02722501],"category_scores_gemma":[0.0008361079,0.001133006,0.0003798541,0.001495733,0.0008501243,0.0004260748,0.001955991,0.003045608,0.7320713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001590613,"about_ca_system_score_gemma":0.0004745862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000535574,"about_ca_topic_score_gemma":0.0002134769,"domain_scores_codex":[0.9940606,0.001778088,0.001490871,0.0008034413,0.000909087,0.0009579129],"domain_scores_gemma":[0.9832228,0.0009000018,0.001825338,0.01162844,0.002103887,0.0003195482],"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":[0.00008664797,0.0004180741,0.0001085036,0.0001483377,0.000193967,0.000001719859,0.0007472424,0.00006367034,0.0005923687,0.001246614,0.9880615,0.008331328],"study_design_scores_gemma":[0.0007891768,0.00006880307,0.002149766,0.0009682347,0.0002606566,0.000012423,0.0002572644,0.001044079,0.0004641314,0.0003546148,0.9925865,0.00104433],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008353385,0.1281406,0.0007951647,0.0006144514,0.002562524,0.001564126,0.0005427943,0.0003354534,0.8646095],"genre_scores_gemma":[0.1601405,0.07694519,0.007412342,0.0007001609,0.001666866,0.0003042415,0.03481148,0.001272744,0.7167465],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7048463,"threshold_uncertainty_score":0.999746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06213886267233096,"score_gpt":0.349112225227624,"score_spread":0.286973362555293,"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."}}