{"id":"W4415314483","doi":"","title":"Apprendre à Lire aux Machines","year":2025,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"","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":[0.00113784,0.001521813,0.001228087,0.001027681,0.00117554,0.004023197,0.001590928,0.001635354,0.07406769],"category_scores_gemma":[0.006453634,0.0008405153,0.00134573,0.0009851871,0.001143893,0.005594146,0.002398249,0.002294081,0.03754702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008633199,"about_ca_system_score_gemma":0.0006315251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003776283,"about_ca_topic_score_gemma":0.004325935,"domain_scores_codex":[0.9978744,0.0004931426,0.0001007209,0.0006483397,0.0006453666,0.0002380803],"domain_scores_gemma":[0.9973305,0.0008766954,0.00006459965,0.001044355,0.000560474,0.0001233669],"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":[0.001844166,0.0001982581,0.002006172,0.000624864,0.0001289739,0.0009170368,0.001282763,0.01485657,0.03655468,0.08036914,0.1623442,0.6988732],"study_design_scores_gemma":[0.0001723132,0.0002291578,0.001660251,0.0002248869,0.0001069747,0.0009326368,0.0006306334,0.202531,0.05540994,0.1137488,0.6242433,0.0001102198],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0315331,0.001534367,0.7859128,0.002152259,0.002056111,0.0002042815,0.002459856,0.08893198,0.08521526],"genre_scores_gemma":[0.3307121,0.001334771,0.4700967,0.001390894,0.001054631,0.0003233957,0.007575721,0.01668449,0.1708273],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.07406769,"threshold_uncertainty_score":0.2477811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08089428420940258,"score_gpt":0.2810472138234584,"score_spread":0.2001529296140558,"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."}}