{"id":"W607977383","doi":"10.17705/1atrr.00002","title":"Integrating Technology Addiction and Use: An Empirical Investigation of Facebook Users","year":2015,"lang":"en","type":"article","venue":"AIS Transactions on Replication Research","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Lakehead University","funders":"","keywords":"Nomological network; Addiction; Context (archaeology); Psychology; Social media; Technology acceptance model; Perception; Construct (python library); The Internet; Internet privacy; Computer science; Usability; World Wide Web; Structural equation modeling; Human–computer interaction; Machine learning","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":[0.004588534,0.0001180302,0.0001958358,0.002031531,0.0003258517,0.0001347286,0.0004756989,0.0003368147,0.0001241233],"category_scores_gemma":[0.00209633,0.0001003048,0.00004313288,0.002607811,0.0007871948,0.0006730382,0.00002073101,0.0007253574,0.0001119989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081437,"about_ca_system_score_gemma":0.0001978156,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000101489,"about_ca_topic_score_gemma":0.0001254813,"domain_scores_codex":[0.9966686,0.0005653212,0.0005917387,0.0007418287,0.001195642,0.000236897],"domain_scores_gemma":[0.9958118,0.0006682642,0.0001674908,0.001395949,0.001732069,0.0002244289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002511122,0.0004092771,0.4474408,0.000005163126,0.00003886712,0.000003156371,0.00294571,0.0004267875,0.02677861,0.008060094,0.006427163,0.5072132],"study_design_scores_gemma":[0.002181571,0.002861411,0.7249723,0.00009671423,0.00005221652,0.0000979613,0.02060576,0.02321907,0.1165101,0.05101867,0.05779288,0.000591376],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276286,0.00002143561,0.06398232,0.00727764,0.00006203188,0.0005512607,0.00001921695,0.0002138459,0.0002436599],"genre_scores_gemma":[0.9923359,0.00002307383,0.006439488,0.0001013282,0.000007800005,0.0002223214,0.00001005955,0.00001369278,0.0008463361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5066218,"threshold_uncertainty_score":0.409031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4164735365330955,"score_gpt":0.5153983512984227,"score_spread":0.09892481476532716,"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."}}