{"id":"W7111937556","doi":"","title":"Digital Interactivity in SpaceAI-Augmented Eco-Didactic Experience in Public Realm","year":2025,"lang":"en","type":"other","venue":"Spectrum Research Repository (Concordia University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vision; Interactivity; Sustainability; Realm; SPARK (programming language); Public space; Built environment; Space (punctuation); Public engagement","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001458922,0.0008029297,0.0003813266,0.0007583524,0.002267088,0.005464279,0.0009123555,0.001475892,0.01188216],"category_scores_gemma":[0.002253595,0.0002218149,0.0006707045,0.0004424689,0.005741883,0.003069655,0.007449233,0.00159844,0.001366355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009148734,"about_ca_system_score_gemma":0.0005629704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006439832,"about_ca_topic_score_gemma":0.001330326,"domain_scores_codex":[0.9988324,0.0006664647,0.00002473429,0.0001358276,0.0001410285,0.0001995171],"domain_scores_gemma":[0.9990177,0.0005993379,0.00004591054,0.00009821531,0.00003730831,0.0002015148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0006898746,0.001362448,0.005439688,0.001271042,0.0000523954,0.005837127,0.7651311,0.004713577,0.0381357,0.09788568,0.01577473,0.06370673],"study_design_scores_gemma":[0.0002271806,0.001217023,0.01206933,0.0008211212,0.00008671051,0.005204172,0.2495755,0.008061494,0.01167318,0.02873399,0.682051,0.0002792781],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8037989,0.000671559,0.03418688,0.00244227,0.0004082708,0.000340075,0.0003212005,0.0006560849,0.1571747],"genre_scores_gemma":[0.9662045,0.0002970725,0.01012222,0.0003336549,0.00005371494,0.0002064903,0.00012318,0.0001022645,0.02255687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01188216,"threshold_uncertainty_score":0.0397498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0401096036930507,"score_gpt":0.3089138509656942,"score_spread":0.2688042472726435,"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."}}