{"id":"W4414725586","doi":"10.3998/ticker.8099","title":"Moving Through the Ages: Adapting an Embedded Business Communication Course Through Two Decades of Changes","year":2025,"lang":"en","type":"article","venue":"Ticker The Academic Business Librarianship Review","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Adaptability; Flexibility (engineering); Variety (cybernetics); Business communication; Key (lock); Curriculum; Flipped classroom; Adaptation (eye); Work (physics); Course (navigation)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004072344,0.0003587573,0.0006946902,0.00005423932,0.001604418,0.0002027947,0.003873865,0.0003126016,0.0003332148],"category_scores_gemma":[0.004243583,0.0002088839,0.0001148006,0.003966853,0.001842365,0.002121594,0.000603458,0.001116407,0.00004641161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007759334,"about_ca_system_score_gemma":0.0007459614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003349841,"about_ca_topic_score_gemma":0.0004476079,"domain_scores_codex":[0.9944847,0.002926446,0.0008753478,0.0004412674,0.0006601271,0.0006121291],"domain_scores_gemma":[0.9949522,0.002166587,0.0006499503,0.001503558,0.0006710047,0.00005667641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000083721,0.0001559108,0.0008462494,0.004015848,0.0002535325,0.000002882064,0.0843056,0.0001202034,0.0003214929,0.8123768,0.02856074,0.06895705],"study_design_scores_gemma":[0.0006370477,0.00002180374,0.003650468,0.0282944,0.001158895,0.00001447474,0.01660707,0.00038526,0.0006041138,0.06840041,0.8794097,0.000816323],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.006060994,0.5072055,0.004383838,0.4110527,0.0007856317,0.003648076,0.00001504135,0.0004176521,0.06643059],"genre_scores_gemma":[0.5921395,0.3690511,0.002258882,0.03219586,0.000753978,0.0003043219,0.0000494627,0.00009151637,0.003155346],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.850849,"threshold_uncertainty_score":0.9996954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1213521516546343,"score_gpt":0.3930252871808425,"score_spread":0.2716731355262081,"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."}}