{"id":"W4409574825","doi":"10.61091/jcmcc127a-057","title":"Design and Application of Garden Water Management Models Incorporating Internet of Things (IoT) Technology","year":2025,"lang":"en","type":"article","venue":"Journal of Combinatorial Mathematics and Combinatorial Computing","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Internet of Things; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001610361,0.0001678331,0.0005158816,0.0002371444,0.00007971736,0.00003806061,0.0004593128,0.0001603608,0.000001375396],"category_scores_gemma":[0.00008353095,0.0001331219,0.00005113169,0.0002568632,0.0002750808,0.0001388213,0.0009774035,0.0002489303,5.394778e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008042099,"about_ca_system_score_gemma":0.0000114731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001569366,"about_ca_topic_score_gemma":5.687932e-8,"domain_scores_codex":[0.9982569,0.00006694498,0.0009693553,0.0001787092,0.0003519637,0.0001761771],"domain_scores_gemma":[0.9986324,0.0001944395,0.0008062033,0.0002278251,0.0001035347,0.00003556245],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001243303,0.0004838425,0.001552383,0.0007021442,0.0002026171,0.000007341007,0.002772983,0.001977577,0.02195363,0.9550653,0.00007606545,0.01508177],"study_design_scores_gemma":[0.001088084,0.0002822779,0.00003214277,0.0003116933,0.00006728393,0.00000964776,0.0004488781,0.0399674,0.08448209,0.8731666,0.00003352818,0.0001103365],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7386452,0.00006657139,0.25895,0.0001551763,0.001210535,0.000318652,1.712336e-7,0.00003651956,0.0006171589],"genre_scores_gemma":[0.9018901,0.00001020521,0.09804427,0.000004148329,0.00003097829,0.000002901266,1.950372e-7,0.00001030255,0.000006888569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1632449,"threshold_uncertainty_score":0.5428554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01452331676468885,"score_gpt":0.242604928448564,"score_spread":0.2280816116838752,"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."}}