{"id":"W1927629667","doi":"10.1111/j.1755-618x.2010.01238.x","title":"Catégorie socioprofessionnelle, identité, engagement social et usage des médias. Analyse d'une dynamique complexe","year":2010,"lang":"fr","type":"article","venue":"Canadian Review of Sociology/Revue canadienne de sociologie","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; Laurentian University","funders":"","keywords":"Social media; Sociology; Media use; The Internet; Psychology; Media studies; Social psychology; Humanities; Political science; Art; Computer science; World Wide Web","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":[0.005761544,0.0003334304,0.0004859767,0.008387018,0.001871785,0.004050618,0.0005140001,0.0005204625,0.00751684],"category_scores_gemma":[0.01604907,0.0002198997,0.000532266,0.008482693,0.002995271,0.003749668,0.00286541,0.0005416888,0.0006110983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002101248,"about_ca_system_score_gemma":0.001735112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01131576,"about_ca_topic_score_gemma":0.01274791,"domain_scores_codex":[0.9952607,0.002545121,0.0003425584,0.000479692,0.001061268,0.0003107013],"domain_scores_gemma":[0.9816824,0.01268316,0.002924304,0.000545111,0.001779719,0.0003852263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001197739,0.000126379,0.7284894,0.0007098539,0.0001736628,0.0003204191,0.1248592,0.0005977444,0.00123678,0.04527854,0.001892509,0.09619582],"study_design_scores_gemma":[0.000008458498,0.0001037168,0.7688156,0.0003925152,0.00003650635,0.000455265,0.1978246,0.002006942,0.0003815363,0.0105782,0.01935013,0.00004644536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535824,0.002510849,0.008586133,0.00219337,0.00006338926,0.0002669464,0.001589488,0.00007823304,0.03112927],"genre_scores_gemma":[0.9940206,0.0005413307,0.002027165,0.00008677619,0.00003249744,0.0003454119,0.0003788784,0.00001664775,0.002550606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01131576,"threshold_uncertainty_score":0.03047037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2907182793438139,"score_gpt":0.4481031184569258,"score_spread":0.1573848391131119,"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."}}