{"id":"W2107780845","doi":"10.7202/502004ar","title":"Processus cognitifs des étudiants du postsecondaire en production de textes","year":2008,"lang":"fr","type":"article","venue":"Revue des sciences de l éducation","topic":"Writing and Handwriting Education","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Humanities; Philosophy; Political science","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003826329,0.0001897746,0.0001872412,0.0001868726,0.004662118,0.0002258304,0.0003748076,0.000181308,0.0001651902],"category_scores_gemma":[0.004945677,0.0002196481,0.00007754835,0.00161988,0.005007389,0.001629489,0.00002951563,0.0002099113,0.0001562732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001601672,"about_ca_system_score_gemma":0.002876765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001986293,"about_ca_topic_score_gemma":0.002642187,"domain_scores_codex":[0.9972593,0.0007792515,0.0003317247,0.0005450717,0.000327908,0.0007567013],"domain_scores_gemma":[0.9984558,0.00037021,0.0002533966,0.0001509048,0.0005444204,0.0002253329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000109038,0.000745646,0.1653558,0.0008490755,0.00002256693,0.00001093118,0.7026014,0.0002027743,0.001093549,0.009403983,0.005175982,0.1145274],"study_design_scores_gemma":[0.0005513033,0.0006876765,0.4140565,0.004455219,0.0002647736,0.00360639,0.4413728,0.003515864,0.005260791,0.1105778,0.01414598,0.001504963],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9606438,0.005386374,0.0003606707,0.01350319,0.002185831,0.000290229,0.000007442676,0.0001130073,0.01750943],"genre_scores_gemma":[0.9743342,0.004179972,0.006686009,0.0001304667,0.00310197,0.00005951494,0.00001226269,0.00001870466,0.01147692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2612286,"threshold_uncertainty_score":0.9977004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2402408867911373,"score_gpt":0.3977735956558437,"score_spread":0.1575327088647064,"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."}}