{"id":"W4401877758","doi":"10.17118/11143/21850","title":"Concours de vulgarisation scientifique 2024","year":2024,"lang":"fr","type":"book","venue":"","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002507251,0.0013347,0.0007873208,0.005344807,0.002229389,0.008800342,0.0009704118,0.002423114,0.05989366],"category_scores_gemma":[0.007378946,0.0006569789,0.0008056532,0.005236963,0.004619055,0.005522117,0.003045332,0.005880012,0.04119926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01066811,"about_ca_system_score_gemma":0.00812356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01113327,"about_ca_topic_score_gemma":0.01658138,"domain_scores_codex":[0.9958522,0.000602894,0.0001481075,0.0004503031,0.002767422,0.0001789376],"domain_scores_gemma":[0.9936209,0.002390006,0.0002917496,0.000801567,0.002439563,0.0004562033],"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":[0.00002727276,0.00001906205,0.0001199132,0.0003711539,0.00001093167,0.00006935828,0.0006150945,0.0001577248,0.00058597,0.1150803,0.791042,0.09190112],"study_design_scores_gemma":[0.000002137276,0.000005205822,0.0001287819,0.0001340032,0.000001862964,0.00005616521,0.00003415092,0.00003514743,0.00009821475,0.004695877,0.994805,0.000003428522],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006100152,0.05039632,0.004890807,0.01663254,0.02392099,0.00008890524,0.0003516797,0.0003837275,0.902725],"genre_scores_gemma":[0.004604563,0.01986183,0.002239402,0.004262026,0.008198159,0.0001198092,0.0002911911,0.0003952977,0.9600277],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05989366,"threshold_uncertainty_score":0.2003643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04068780136757495,"score_gpt":0.355413021912044,"score_spread":0.3147252205444691,"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."}}