{"id":"W3177180982","doi":"10.3917/risa.872.0363","title":"La couverture médiatique des rapports du Protecteur du citoyen du Québec : une analyse de contenu automatisée","year":2021,"lang":"fr","type":"article","venue":"Revue Internationale des Sciences Administratives","topic":"Computational and Text Analysis Methods","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; École Nationale d'Administration Publique; Université du Québec à Montréal","funders":"","keywords":"Political science; Humanities; Philosophy; Molecular biology; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.003247502,0.0004771941,0.0004664827,0.005169271,0.008581452,0.006749447,0.001178583,0.001197704,0.01812999],"category_scores_gemma":[0.01049728,0.0003346998,0.0003909399,0.009953034,0.004338672,0.002328542,0.001732935,0.001276447,0.001186822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05088609,"about_ca_system_score_gemma":0.050664,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9557978,"about_ca_topic_score_gemma":0.9672976,"domain_scores_codex":[0.9964347,0.0007905592,0.0001248523,0.000358294,0.001730979,0.0005607423],"domain_scores_gemma":[0.9840186,0.004308705,0.00148428,0.0005408374,0.009037795,0.0006097603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002834648,0.00012216,0.1579622,0.002812321,0.0002284747,0.001539443,0.4738496,0.001236938,0.003640438,0.09086403,0.04271054,0.2247504],"study_design_scores_gemma":[0.00001358955,0.00006501273,0.2827754,0.002130937,0.0001499073,0.0002125563,0.2462124,0.001046146,0.001456284,0.002017898,0.4637973,0.0001226344],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6610665,0.01276805,0.004247618,0.01448618,0.0004106516,0.000292137,0.003865845,0.0001259165,0.302737],"genre_scores_gemma":[0.8744827,0.005743283,0.001754925,0.001180973,0.00007714441,0.0001694522,0.001182217,0.00008478298,0.1153245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05088609,"threshold_uncertainty_score":0.3692062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06253231162826507,"score_gpt":0.3551437399362329,"score_spread":0.2926114283079678,"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."}}