{"id":"W4413098863","doi":"10.1016/j.bloc.2025.06.006","title":"Connaissez-vous la Soféribo ?","year":2025,"lang":"fr","type":"article","venue":"Interbloc","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"ASTER","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004052107,0.0006094179,0.0005343495,0.001064641,0.005288811,0.01009705,0.0008519547,0.003160793,0.09693484],"category_scores_gemma":[0.01098092,0.0002254701,0.0005465202,0.001051073,0.004383525,0.006266552,0.005510351,0.005490891,0.02737127],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005209909,"about_ca_system_score_gemma":0.006066009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01410997,"about_ca_topic_score_gemma":0.02210675,"domain_scores_codex":[0.9969433,0.001044114,0.0001029272,0.0003661801,0.0007019413,0.0008416161],"domain_scores_gemma":[0.9965324,0.000532367,0.0002763442,0.0004216761,0.0007471925,0.001489886],"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":[0.0003706283,0.0002288928,0.005872679,0.0003262654,0.00004489372,0.0006129424,0.007280514,0.0001282539,0.0007844723,0.2975458,0.4971221,0.1896825],"study_design_scores_gemma":[0.00001282715,0.00002109768,0.002120407,0.00021928,0.000005314151,0.0001936463,0.004513033,0.00003591246,0.0001287179,0.008967015,0.9837686,0.00001407592],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02799729,0.01851445,0.001747132,0.3573929,0.06011161,0.000050061,0.0006302619,0.0006560253,0.5329003],"genre_scores_gemma":[0.2829548,0.01080911,0.001939575,0.06084109,0.01109515,0.0001376022,0.0005525769,0.0009969745,0.6306731],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09693484,"threshold_uncertainty_score":0.3242794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1070629914241708,"score_gpt":0.5331711321961314,"score_spread":0.4261081407719607,"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."}}