{"id":"W7117462684","doi":"10.3917/riges.504.0084","title":"Soutenir ses coéquipiers, ça change tout","year":2025,"lang":"","type":"article","venue":"Gestion","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002261091,0.0002392521,0.0003108146,0.0002370649,0.0007974174,0.0002023346,0.0003874243,0.0004844711,0.001243319],"category_scores_gemma":[0.003741905,0.0002598497,0.0001407513,0.001192359,0.0004623913,0.0003490401,0.0001353028,0.0005436064,0.0003550793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004187324,"about_ca_system_score_gemma":0.0003233297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00465446,"about_ca_topic_score_gemma":0.0009753515,"domain_scores_codex":[0.996473,0.001576587,0.0003288722,0.0005277303,0.000466754,0.0006270243],"domain_scores_gemma":[0.9984206,0.0007085072,0.0001919665,0.0003603046,0.000172136,0.0001464695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002461332,0.00007156284,0.005471745,0.00009243233,0.00005466487,0.00001642267,0.04000585,0.00003799837,0.000433708,0.01811295,0.0112299,0.9244481],"study_design_scores_gemma":[0.0005203414,0.0001415572,0.04619579,0.0007207251,0.0002192226,0.000001647795,0.009371638,0.0008682116,0.0004624684,0.003576664,0.9374316,0.0004901658],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2201684,0.0594829,0.06281647,0.3199476,0.03750356,0.004125429,0.00006294223,0.001719798,0.2941729],"genre_scores_gemma":[0.8352988,0.001134872,0.01066008,0.001895997,0.002136669,0.0001101541,0.00002094715,0.00002768012,0.1487148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9262016,"threshold_uncertainty_score":0.9999854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04209400817881367,"score_gpt":0.3456305126901643,"score_spread":0.3035365045113506,"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."}}