{"id":"W4409787582","doi":"10.61091/jcmcc127a-327","title":"Theory and practice of AI-based interactivity enhancement strategies in digital media","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Innovative Educational Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Interactivity; Digital media; Computer science; Multimedia; World Wide Web","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001498785,0.000827779,0.0004076889,0.0008799399,0.0003981207,0.001636962,0.001078923,0.0007890249,0.002023653],"category_scores_gemma":[0.003993776,0.0003272016,0.0006263771,0.0004559617,0.001683462,0.00205815,0.0009860082,0.0009859796,0.0005612513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008802434,"about_ca_system_score_gemma":0.0004578572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00142111,"about_ca_topic_score_gemma":0.0007676972,"domain_scores_codex":[0.9987968,0.0004557649,0.00007893818,0.0003065694,0.0002911698,0.00007078545],"domain_scores_gemma":[0.9984183,0.0009293717,0.0001475116,0.0001575644,0.0002908064,0.00005647129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003294271,0.0004021474,0.007474679,0.001603337,0.0003011095,0.0003434773,0.002492062,0.1073567,0.07704536,0.160239,0.003157163,0.6392555],"study_design_scores_gemma":[0.00004517817,0.000587771,0.007971205,0.000271294,0.0001503051,0.0004633386,0.0007710713,0.7989621,0.0364579,0.1284163,0.02579349,0.0001100632],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02794139,0.002184595,0.9508728,0.0008010698,0.00008927306,0.0001554065,0.00004125928,0.0005340022,0.0173802],"genre_scores_gemma":[0.7395554,0.001790407,0.2530306,0.0003235112,0.0001108265,0.0004873264,0.00006617108,0.0000583568,0.004577435],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002023653,"threshold_uncertainty_score":0.007926464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802215816487988,"score_gpt":0.3617056516492808,"score_spread":0.3436834934844009,"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."}}