{"id":"W7125631293","doi":"10.1109/cascon66301.2025.00095","title":"Deploying AI Models in Resource-Constrained Environments","year":2025,"lang":"","type":"article","venue":"","topic":"Constraint Satisfaction and Optimization","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Key (lock); Feature (linguistics); Set (abstract data type); Identification (biology); Perspective (graphical)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001901044,0.0008729729,0.0007463486,0.0005827189,0.0008058517,0.00277904,0.00230228,0.001243729,0.00489019],"category_scores_gemma":[0.01145851,0.0008365633,0.0007651413,0.0009861562,0.001274802,0.003816711,0.003376402,0.0021538,0.0009391109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001181038,"about_ca_system_score_gemma":0.002162128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01035253,"about_ca_topic_score_gemma":0.01559779,"domain_scores_codex":[0.9979123,0.000879864,0.0001116599,0.0002792859,0.0005760184,0.0002407686],"domain_scores_gemma":[0.9951616,0.002966953,0.0002302826,0.0009033498,0.0004614205,0.0002765015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001860762,0.0003065518,0.001429681,0.0002284513,0.00009084351,0.0003265452,0.0004712075,0.875963,0.007326559,0.04857709,0.004340108,0.06075389],"study_design_scores_gemma":[0.00001763891,0.00003864121,0.00007026676,0.00001628792,0.00001488338,0.00002138862,0.000136545,0.9708695,0.001481463,0.02442109,0.002904761,0.000007602449],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09584026,0.0003749194,0.8772085,0.002157259,0.0002166129,0.0003721672,0.0003393831,0.004044353,0.01944666],"genre_scores_gemma":[0.5845693,0.000549022,0.4073019,0.0004130235,0.00006019612,0.0002834285,0.000647724,0.0006403048,0.005535099],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01035253,"threshold_uncertainty_score":0.02058452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01359890971001377,"score_gpt":0.2399162306055869,"score_spread":0.2263173208955731,"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."}}