{"id":"W4402031238","doi":"10.32920/26866624.v1","title":"A Rapid Development Framework for IoT Systems","year":2024,"lang":"en","type":"preprint","venue":"","topic":"IoT and Edge/Fog Computing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Internet of Things; Computer science; Development (topology); Process management; Business; Computer security; Mathematics","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":[0.006897322,0.002151358,0.001015742,0.002483087,0.001312703,0.004579908,0.004061482,0.002343958,0.01108806],"category_scores_gemma":[0.008037141,0.001971794,0.003833787,0.001277919,0.001581531,0.004687087,0.00454892,0.004246829,0.006021381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001999649,"about_ca_system_score_gemma":0.003799941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005782406,"about_ca_topic_score_gemma":0.005713953,"domain_scores_codex":[0.9965373,0.0009528918,0.0004868766,0.0004448181,0.001303537,0.0002745503],"domain_scores_gemma":[0.9974032,0.001109086,0.0001667417,0.0005451697,0.0006117839,0.0001641256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00005413603,0.0001296475,0.0004873655,0.0008805696,0.00007163109,0.001146453,0.001217023,0.04996025,0.006979884,0.7495186,0.02675103,0.1628034],"study_design_scores_gemma":[0.0000992503,0.00009429309,0.0002096188,0.0006019491,0.00005706971,0.001010093,0.0001645786,0.1772863,0.006833651,0.1582972,0.6552355,0.0001104633],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0004979631,0.0002288959,0.9845517,0.0002890327,0.00009742818,0.000398547,0.0002948357,0.006638736,0.007002901],"genre_scores_gemma":[0.00705168,0.0005050012,0.9839918,0.0001075654,0.00003489243,0.0009838607,0.0010539,0.00141675,0.004854375],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01108806,"threshold_uncertainty_score":0.03709328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05318711069685444,"score_gpt":0.2892872028268797,"score_spread":0.2361000921300253,"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."}}