{"id":"W4391862016","doi":"10.7202/1109504ar","title":"Analyse des niveaux de livres jeunesse d’après le Système d’analyse de texte par ordinateur (SATO) : dans quelle mesure les livres jeunesse correspondent-ils aux niveaux qui leur ont été attribués après leur publication par le personnel enseignant ?","year":2019,"lang":"fr","type":"article","venue":"Revue du Nouvel-Ontario","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Humanities; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.006844367,0.0007943832,0.0007671926,0.008308138,0.002083096,0.004536543,0.0009803505,0.0009305315,0.01074286],"category_scores_gemma":[0.032354,0.0003822682,0.001047052,0.00906287,0.001414568,0.002686974,0.002284082,0.001158586,0.005859119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006155211,"about_ca_system_score_gemma":0.00942052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2695221,"about_ca_topic_score_gemma":0.3039153,"domain_scores_codex":[0.9911044,0.001883216,0.0006521629,0.00147537,0.004301292,0.000583515],"domain_scores_gemma":[0.9594942,0.01542174,0.003438971,0.001851454,0.01848459,0.001309123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001025897,0.0001293399,0.3575337,0.003629914,0.0004099887,0.000589278,0.04964208,0.001601,0.02258501,0.005201333,0.03429242,0.5233601],"study_design_scores_gemma":[0.00003572887,0.0002386592,0.7265919,0.0008581792,0.0002944075,0.0004874707,0.02490351,0.00531666,0.01492008,0.002747803,0.2234152,0.0001903386],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.77727,0.01112927,0.0719204,0.005278259,0.0006919576,0.0008268157,0.0284578,0.004907053,0.09951849],"genre_scores_gemma":[0.8245447,0.003810741,0.06135629,0.0005229546,0.0002521574,0.0006125424,0.02130242,0.001126057,0.08647215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2695221,"threshold_uncertainty_score":0.5359067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03754648778721257,"score_gpt":0.2681393707403295,"score_spread":0.2305928829531169,"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."}}