{"id":"W4391017872","doi":"10.4000/communiquer.11388","title":"Varia","year":2024,"lang":"fr","type":"paratext","venue":"Communiquer Revue de communication sociale et publique","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","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","open_science","research_integrity","insufficient_payload"],"category_scores_codex":[0.01621665,0.002346077,0.002903273,0.001715174,0.002229476,0.004237627,0.01431396,0.005355414,0.01271036],"category_scores_gemma":[0.002855991,0.003125665,0.00175009,0.004213392,0.002775456,0.002458038,0.01175463,0.01927453,0.1192732],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008629316,"about_ca_system_score_gemma":0.01166078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0100927,"about_ca_topic_score_gemma":0.01173239,"domain_scores_codex":[0.9586569,0.03313787,0.003351247,0.001565445,0.0009374414,0.002351084],"domain_scores_gemma":[0.9720373,0.005768476,0.002588177,0.01531942,0.003331936,0.0009546921],"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":[0.00005562022,0.0007672954,0.00008354756,0.001427446,0.0008612889,0.0000248301,0.0116527,0.000140743,0.0003445081,0.4681261,0.51271,0.00380583],"study_design_scores_gemma":[0.000825176,0.0001169113,0.0004715698,0.006651798,0.0007375908,0.0003401821,0.001097105,0.002139217,0.0001809417,0.06021228,0.9247038,0.002523437],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007352367,0.09725612,0.004314424,0.1661052,0.003293417,0.003108194,0.003038456,0.001739145,0.7204098],"genre_scores_gemma":[0.07543028,0.09803609,0.0412433,0.01289379,0.002105776,0.004619233,0.02982032,0.003008125,0.732843],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4119937,"threshold_uncertainty_score":0.9999384,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04818542463684045,"score_gpt":0.3523033683755278,"score_spread":0.3041179437386874,"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."}}