{"id":"W4234822727","doi":"10.4000/communication.5088","title":"Vol. 33/1","year":2015,"lang":"it","type":"paratext","venue":"Communication","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics","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":[0.002700707,0.0008725728,0.00101679,0.0005082763,0.0006116323,0.0003986599,0.005875184,0.001250407,0.01407778],"category_scores_gemma":[0.001361416,0.001029405,0.0002750762,0.001082357,0.0007328019,0.000519776,0.002538645,0.002393856,0.7914646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002043866,"about_ca_system_score_gemma":0.001242136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007778392,"about_ca_topic_score_gemma":0.0001758912,"domain_scores_codex":[0.9933693,0.002954898,0.001189391,0.00074598,0.001017279,0.0007231312],"domain_scores_gemma":[0.9811527,0.0004233721,0.001686614,0.01228333,0.004022449,0.0004315613],"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":[0.00008816572,0.0003393931,0.00005851079,0.0001052576,0.000173299,7.903652e-7,0.001165319,0.0001121202,0.0002245253,0.0004662033,0.9942307,0.003035692],"study_design_scores_gemma":[0.0009796636,0.00008773631,0.0003544564,0.0007745543,0.0002884128,0.00001033699,0.000364319,0.002305805,0.0001130186,0.00113767,0.9926067,0.0009773065],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006772808,0.1491788,0.0001174235,0.001072663,0.002887033,0.00161812,0.001761744,0.0003474056,0.8423395],"genre_scores_gemma":[0.1083836,0.04629937,0.004062091,0.0003440172,0.001486355,0.0005973752,0.05217751,0.001184359,0.7854653],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7773868,"threshold_uncertainty_score":0.9999077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09464323139704116,"score_gpt":0.350568092012715,"score_spread":0.2559248606156739,"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."}}