{"id":"W7136371022","doi":"10.1684/dmg.2025.829","title":"Tele-expertise: What would you have answered?","year":2025,"lang":"fr","type":"other","venue":"Cairn.info","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Socialization; Gender relations","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","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0005541072,0.00246687,0.002305893,0.001508848,0.0004141146,0.001553956,0.0022138,0.005403243,0.3206946],"category_scores_gemma":[0.0009130769,0.002708733,0.001192842,0.001153002,0.001387954,0.001505842,0.0008511095,0.003221922,0.1936041],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01170921,"about_ca_system_score_gemma":0.001830214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009807676,"about_ca_topic_score_gemma":0.005568617,"domain_scores_codex":[0.9916277,0.0003830947,0.001599041,0.002391421,0.001534666,0.002464097],"domain_scores_gemma":[0.9934944,0.0002431465,0.001014014,0.003583099,0.000634014,0.001031363],"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":[0.0002281746,0.0005176279,0.002310972,0.0008606449,0.001410178,0.0007413624,0.008709474,0.00008522512,0.000987787,0.0140183,0.7627783,0.2073519],"study_design_scores_gemma":[0.002152401,0.0002211686,0.001482186,0.005460111,0.0006867733,0.0000882587,0.002335428,0.0004462296,0.002004049,0.0002013033,0.9823865,0.002535556],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003626699,0.09220679,0.0004473777,0.003493754,0.009251042,0.00216921,0.001431533,0.0009463275,0.8896913],"genre_scores_gemma":[0.0006591463,0.006416033,0.001076589,0.0023136,0.002706182,0.0003108552,0.0005118294,0.002169166,0.9838366],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2196082,"threshold_uncertainty_score":0.9994825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01315531211207532,"score_gpt":0.2640904189271592,"score_spread":0.2509351068150839,"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."}}