{"id":"W2911296831","doi":"10.3390/fi11020050","title":"Minimum Viable Products for Internet of Things Applications: Common Pitfalls and Practices","year":2019,"lang":"en","type":"article","venue":"Future Internet","topic":"Software Engineering Techniques and Practices","field":"Computer Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; The Internet; Quality (philosophy); Product (mathematics); Process (computing); Thematic analysis; Process management; Software; Production (economics); Focus (optics); Qualitative research; World Wide Web; Business","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000365388,0.0001205396,0.000177237,0.00007012533,0.00001279282,0.0001241339,0.0006814945,0.00007868909,0.00001140169],"category_scores_gemma":[0.0001084439,0.0001047888,0.00003131563,0.0001369801,0.00001823975,0.0009204854,0.0002203348,0.0001430313,0.00001462045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001343382,"about_ca_system_score_gemma":0.00001978945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000952496,"about_ca_topic_score_gemma":0.000002736663,"domain_scores_codex":[0.9991744,0.00002497254,0.0002098464,0.0003326256,0.0001187315,0.0001393914],"domain_scores_gemma":[0.998642,0.0003665132,0.0004092147,0.0004437044,0.0001062802,0.00003224788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002814609,0.0005201274,0.01240521,0.00287216,0.000349723,0.00000627978,0.0108297,0.00001698403,0.01310432,0.7050361,0.1486167,0.1059613],"study_design_scores_gemma":[0.0002200747,0.0003615548,0.0003648031,0.00009174929,0.00001682649,0.00003160087,0.00004979609,0.01463279,0.02130821,0.002651503,0.9600655,0.000205586],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04644094,0.00202734,0.9434538,0.003536726,0.001146846,0.001515743,0.000006089751,0.0004988607,0.001373592],"genre_scores_gemma":[0.5991011,0.00008394752,0.3981318,0.000398397,0.0002792247,0.0001656864,0.00001199562,0.00001868075,0.001809229],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8114488,"threshold_uncertainty_score":0.4273162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01204970466566942,"score_gpt":0.2749488010750668,"score_spread":0.2628990964093973,"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."}}