{"id":"W3033399160","doi":"10.14745/ccdr.v46i06a04f","title":"Vers l’automatisation des examens systématiques sur la vaccination au moyen d’un système d’extraction avancé fondé sur le traitement du langage naturel","year":2020,"lang":"fr","type":"article","venue":"Relevé des maladies transmissibles au Canada","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"","keywords":"Humanities; Political science; Philosophy; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01635765,0.001603867,0.001383594,0.004062236,0.001392671,0.005400112,0.001719267,0.001824734,0.01062635],"category_scores_gemma":[0.05589369,0.001113153,0.002246019,0.002321316,0.001062867,0.003900343,0.001776365,0.001946136,0.006170585],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002399801,"about_ca_system_score_gemma":0.005924654,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03111149,"about_ca_topic_score_gemma":0.02621484,"domain_scores_codex":[0.9882507,0.005022215,0.001396101,0.002819397,0.002157248,0.0003542822],"domain_scores_gemma":[0.9451208,0.03950196,0.001804126,0.00359573,0.009487863,0.0004895246],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002096256,0.0005334676,0.03737275,0.004934905,0.000918076,0.0005836181,0.007252805,0.01667378,0.04444502,0.006114224,0.02091542,0.8581597],"study_design_scores_gemma":[0.000595745,0.002409493,0.1275633,0.004154125,0.002403915,0.001732329,0.005492112,0.2844501,0.2128926,0.0187606,0.3386889,0.000856841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1645687,0.008016521,0.739588,0.00488335,0.0009635576,0.003351671,0.01171171,0.03959354,0.027323],"genre_scores_gemma":[0.3147364,0.002109989,0.6524215,0.001107533,0.0001927433,0.001788613,0.0091446,0.001590026,0.01690856],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9976002,"threshold_uncertainty_score":0.08650851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01818069456774518,"score_gpt":0.2308361689642474,"score_spread":0.2126554743965022,"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."}}