{"id":"W4389445798","doi":"10.53759/9852/jrs202301002","title":"The Development of a Design Theory for Web Based Information Systems","year":2023,"lang":"en","type":"article","venue":"Journal of Robotics Spectrum","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Blueprint; Information system; Novelty; The Internet; Knowledge management; Data science; Management science; World Wide Web; Engineering","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":[0.009623926,0.001007932,0.0009836804,0.004613114,0.002544265,0.008841415,0.002719826,0.003435421,0.007074161],"category_scores_gemma":[0.01025006,0.001017655,0.001849681,0.002960442,0.01922572,0.01266311,0.003262263,0.004747842,0.001428488],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007526443,"about_ca_system_score_gemma":0.005083378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002959219,"about_ca_topic_score_gemma":0.001487719,"domain_scores_codex":[0.9921733,0.004646643,0.0004971111,0.0006042854,0.001732996,0.0003456613],"domain_scores_gemma":[0.9892211,0.008405003,0.0003897212,0.0007967986,0.000949341,0.0002379982],"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":[0.00000215073,0.0000131601,0.00006996863,0.00007409094,0.000004291501,0.00003031175,0.0006302316,0.00157609,0.00005798783,0.9937411,0.0004339445,0.00336659],"study_design_scores_gemma":[0.00001595804,0.00003302807,0.0001021208,0.0001621741,0.000007963331,0.00009613728,0.0005201218,0.01184204,0.0002013261,0.9572022,0.02980461,0.0000123735],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.005141625,0.002062504,0.8922234,0.008079275,0.0002216511,0.0004253775,0.0001091799,0.0001525037,0.0915845],"genre_scores_gemma":[0.4498739,0.005098117,0.5216244,0.00279644,0.0004454855,0.003592528,0.0002989262,0.0001735906,0.01609657],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009623926,"threshold_uncertainty_score":0.0546084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06819500074246355,"score_gpt":0.2739457710038932,"score_spread":0.2057507702614297,"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."}}