{"id":"W7136655026","doi":"10.1684/dmg.2025.835","title":"Is the dynamism of the French dermatology summit wiped out by the Garot law?","year":2025,"lang":"fr","type":"other","venue":"Cairn.info","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dynamism; Summit; MEDLINE; Field (mathematics)","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","sts","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0007942218,0.001374222,0.001526158,0.0001960552,0.0008449145,0.0001822739,0.005391785,0.001554317,0.04261257],"category_scores_gemma":[0.000666305,0.0007235556,0.001183502,0.0008922078,0.005543279,0.0001160915,0.001298894,0.00200865,0.01729371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001612688,"about_ca_system_score_gemma":0.001103733,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03336736,"about_ca_topic_score_gemma":0.08603708,"domain_scores_codex":[0.993391,0.001586294,0.001400128,0.001044843,0.001175199,0.001402571],"domain_scores_gemma":[0.9913572,0.001591246,0.001622617,0.004767525,0.0004658507,0.0001955386],"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":[0.00002802011,0.000152681,0.003619746,0.0003265673,0.001215782,0.00001756301,0.006398786,0.00002248983,0.0002588625,0.09625264,0.8908344,0.000872495],"study_design_scores_gemma":[0.001128892,0.0000413642,0.001985254,0.0007281972,0.001124565,0.00007229201,0.0007563301,0.0006521303,0.002086309,0.002041089,0.9886429,0.0007407279],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001006252,0.01257742,0.0002024382,0.03540965,0.003779657,0.002878071,0.004240638,0.000165593,0.9397403],"genre_scores_gemma":[0.04646929,0.0002339796,0.00006714201,0.005500945,0.0003240024,0.0002638864,0.00009910965,0.0005818784,0.9464598],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09780847,"threshold_uncertainty_score":0.9999895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009707689236429713,"score_gpt":0.2449153547018098,"score_spread":0.2352076654653801,"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."}}