{"id":"W7159932819","doi":"10.7202/1124870ar","title":"Le retour","year":2025,"lang":"fr","type":"article","venue":"Voix et Images","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007628102,0.0002769873,0.0002931414,0.0002735907,0.0001783556,0.0002498725,0.0003834867,0.0001764827,0.0006177113],"category_scores_gemma":[0.0006510086,0.0003352286,0.0001604553,0.0009186652,0.000434843,0.0005568737,0.0002841343,0.0004515107,0.02863938],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001370328,"about_ca_system_score_gemma":0.0009786793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002354693,"about_ca_topic_score_gemma":0.0003389382,"domain_scores_codex":[0.9979491,0.0004483781,0.0003077358,0.0004612503,0.0002333106,0.0006002558],"domain_scores_gemma":[0.9986807,0.0002325053,0.0001000857,0.0006875876,0.0001888951,0.0001102768],"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":[0.00002731711,0.0002593355,0.001163077,0.0001728979,0.0001208583,0.00008568798,0.0002720648,0.00004073935,0.03099482,0.1020627,0.8571193,0.007681201],"study_design_scores_gemma":[0.0007738841,0.00003401207,0.01432889,0.0004301551,0.0001177799,0.00001751702,0.0004100323,0.0001790851,0.04553126,0.009978094,0.9278969,0.0003023767],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01521007,0.05197886,0.002030491,0.39255,0.003873698,0.0005001884,0.005493733,0.0006571393,0.5277058],"genre_scores_gemma":[0.1932389,0.0006815642,0.004193541,0.001668733,0.0002331657,0.00002258326,0.00003242839,0.0001256791,0.7998034],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3908813,"threshold_uncertainty_score":0.99991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0100192692249902,"score_gpt":0.2971218849308517,"score_spread":0.2871026157058615,"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."}}