{"id":"W4414290187","doi":"10.1344/bid2025.54.04","title":"Teaching Media and Communication in the GenAI Era: an exploratory study","year":2025,"lang":"ca","type":"article","venue":"BiD: textos universitaris de biblioteconomia i documentació","topic":"Education and Learning Interventions","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agence Universitaire de la Francophonie","keywords":"Exploratory research; Context (archaeology); Exploratory analysis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005922907,0.0004920794,0.0006472015,0.002457029,0.006858579,0.008588981,0.0007899243,0.001371596,0.006893884],"category_scores_gemma":[0.008339039,0.000543167,0.0003358661,0.003836964,0.007254281,0.004603787,0.006038008,0.002352843,0.000951163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003190312,"about_ca_system_score_gemma":0.00343794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006092143,"about_ca_topic_score_gemma":0.0180548,"domain_scores_codex":[0.9965388,0.00210297,0.0001096013,0.0002390649,0.0003422602,0.0006673165],"domain_scores_gemma":[0.9918774,0.005613355,0.001112742,0.000394045,0.0003780834,0.0006242312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004889872,0.0002106314,0.02017797,0.0001844116,0.000007241757,0.0004403336,0.9664983,0.0000174194,0.0003746155,0.002103994,0.0004505738,0.009485622],"study_design_scores_gemma":[0.00001134301,0.0001289294,0.02347803,0.0001651614,0.00000937131,0.000158051,0.960362,0.00002289131,0.0001373272,0.0003205614,0.01519607,0.0000104284],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812415,0.0007540767,0.0002255128,0.0006799512,0.0000307591,0.0001219466,0.00006570914,0.000007392644,0.01687308],"genre_scores_gemma":[0.9911776,0.00134492,0.0004063432,0.0005260242,0.00003622012,0.0003103564,0.0000449295,0.00001970638,0.006133821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008588981,"threshold_uncertainty_score":0.03132373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02662300055203784,"score_gpt":0.3156728625661928,"score_spread":0.2890498620141549,"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."}}