{"id":"W4255970051","doi":"10.4000/communication.1652","title":"Vol. 27/2","year":2010,"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":[0.001701607,0.000904413,0.0009399892,0.0005309315,0.0009002685,0.0004741704,0.006741256,0.002276041,0.04848071],"category_scores_gemma":[0.001123701,0.00106949,0.0003647169,0.0008858131,0.001016499,0.0004666693,0.002305857,0.006066039,0.7936771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005994695,"about_ca_system_score_gemma":0.0006184711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005161539,"about_ca_topic_score_gemma":0.0005163269,"domain_scores_codex":[0.9947439,0.001795121,0.00118925,0.0008020583,0.0007159347,0.0007536852],"domain_scores_gemma":[0.9807462,0.0006722954,0.001779403,0.01448605,0.002014196,0.0003018829],"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":[0.00005544778,0.0003679419,0.00008334731,0.000114883,0.0001389584,6.053751e-7,0.0006251581,0.00002514827,0.005922323,0.0007932093,0.9878033,0.004069696],"study_design_scores_gemma":[0.0006739877,0.00005198702,0.0008481435,0.0005770493,0.0002608442,0.00001171191,0.0001165037,0.00118094,0.0009712254,0.0006339264,0.9936652,0.001008446],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002878109,0.07573999,0.0001881878,0.002061485,0.01007732,0.002273963,0.001214112,0.0004561907,0.9051107],"genre_scores_gemma":[0.1106006,0.05206995,0.007542771,0.0003890847,0.001740908,0.0004336013,0.03319887,0.001185659,0.7928386],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7451963,"threshold_uncertainty_score":0.9991755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04196632673311347,"score_gpt":0.3227262331320863,"score_spread":0.2807599063989728,"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."}}