{"id":"W7136757894","doi":"10.1684/dmg.2025.826","title":"Les codes d’association","year":2025,"lang":"fr","type":"other","venue":"Cairn.info","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Socialization; Work (physics); License","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":["insufficient_payload"],"category_scores_codex":[0.0006995011,0.0007800926,0.0009509209,0.000581382,0.0002553969,0.0002399256,0.0006213789,0.001712817,0.1943271],"category_scores_gemma":[0.002071191,0.0009047192,0.0004472601,0.0006407109,0.0002040126,0.0001598422,0.0002086157,0.0007353036,0.1603703],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02466797,"about_ca_system_score_gemma":0.0008247941,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02744398,"about_ca_topic_score_gemma":0.02337503,"domain_scores_codex":[0.9965906,0.0003341062,0.0006626365,0.0007154644,0.0008008577,0.0008964078],"domain_scores_gemma":[0.9969367,0.0005650577,0.001025774,0.0007787194,0.0004868436,0.0002068976],"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":[0.00002930476,0.0001346412,0.04554517,0.0004313187,0.0009265688,0.0000270105,0.001420307,0.000071506,0.0003030208,0.1397489,0.7947205,0.01664169],"study_design_scores_gemma":[0.0007658527,0.00004490964,0.02031167,0.001057279,0.0005864168,0.000002870648,0.0001159386,0.0001391741,0.0003534391,0.000440143,0.975403,0.0007793665],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000493424,0.0049671,0.0002268688,0.001252784,0.002893424,0.0007289316,0.001803006,0.0005456936,0.9870887],"genre_scores_gemma":[0.001808491,0.0003706589,0.0008415632,0.0002260652,0.001353915,0.00006833585,0.0003244506,0.0006121672,0.9943944],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1806824,"threshold_uncertainty_score":0.9995832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0118123706748486,"score_gpt":0.2628539388416136,"score_spread":0.251041568166765,"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."}}