{"id":"W4410525841","doi":"10.18280/ijdne.200421","title":"The Impact of Negative Student Behavior on the Aesthetic Performance of Finishing Materials in School Buildings","year":2025,"lang":"en","type":"article","venue":"International Journal of Design & Nature and Ecodynamics","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Engineering; Mathematics education; Forensic engineering; Psychology","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":[0.00172451,0.000339577,0.0002595665,0.0006451163,0.0009681124,0.001857956,0.000472062,0.0004507579,0.002166976],"category_scores_gemma":[0.006307968,0.0001823031,0.0004181901,0.0004404444,0.00123171,0.0005834103,0.001022225,0.0007229201,0.0004938316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009572328,"about_ca_system_score_gemma":0.0007365254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003972393,"about_ca_topic_score_gemma":0.007761429,"domain_scores_codex":[0.9970912,0.001189741,0.0001742881,0.0002169274,0.0009647111,0.0003631731],"domain_scores_gemma":[0.9935744,0.00200903,0.001979904,0.0003490133,0.001318524,0.0007690641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001966716,0.0009115083,0.9298974,0.0001966285,0.00007730263,0.0005822104,0.0132567,0.0004660776,0.005053515,0.0004996505,0.0005015726,0.04836073],"study_design_scores_gemma":[0.000002606838,0.0004822662,0.981558,0.00003542482,0.00003054175,0.0001555351,0.01432624,0.0003329808,0.001737033,0.0001494381,0.001171962,0.00001801468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970811,0.00004627558,0.0001476579,0.00006212586,0.000004107485,0.000006792122,0.00001310515,0.00000610336,0.002632683],"genre_scores_gemma":[0.9992954,0.00005393117,0.0001526763,0.0000147251,0.000002963491,0.000004345354,0.00001721181,0.000002775269,0.0004560241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003972393,"threshold_uncertainty_score":0.009120226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01189519979717304,"score_gpt":0.3168638639751186,"score_spread":0.3049686641779456,"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."}}