{"id":"W3010155391","doi":"10.17705/1cais.04615","title":"Impact of IT User Behavior: Observations through a New Lens","year":2020,"lang":"en","type":"article","venue":"Communications of the Association for Information Systems","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; York University; Concordia University","funders":"","keywords":"Conformity; Extant taxon; Resistance (ecology); Agency (philosophy); Value (mathematics); Through-the-lens metering; Knowledge management; Lens (geology); Psychology; Social psychology; Computer science; Sociology; Engineering; Social science","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":[0.0007308986,0.00006972471,0.0001735536,0.00005379127,0.0005055714,0.00009818096,0.001500129,0.00008545471,0.000006083664],"category_scores_gemma":[0.001893103,0.00006023684,0.0002317956,0.0006387372,0.00005510521,0.001594684,0.0002846126,0.0000846247,0.00002082819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003228081,"about_ca_system_score_gemma":0.0002467262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002008394,"about_ca_topic_score_gemma":0.000293793,"domain_scores_codex":[0.9986807,0.0001614214,0.0006263642,0.00005004088,0.0003503989,0.0001310556],"domain_scores_gemma":[0.9969739,0.0003162787,0.001141489,0.0007531081,0.000777165,0.00003806557],"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":[0.000009586242,0.00006402518,0.2563194,0.00007168364,0.0001829678,2.012126e-9,0.07998658,0.0008708093,0.00006088689,0.5893486,0.07273553,0.0003499986],"study_design_scores_gemma":[0.0005593051,0.00003613197,0.07247146,0.00006307767,0.0001220641,3.81351e-8,0.008683093,0.001238524,0.00002330037,0.0002272048,0.9164565,0.0001192503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04011749,0.0005759415,0.008349203,0.04881309,0.001548598,0.009327014,0.0008419107,0.0003624009,0.8900644],"genre_scores_gemma":[0.9967089,0.00008508463,0.0008559194,0.0001273729,0.00005851128,0.00008908672,0.00008253007,0.000005372102,0.001987172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9565915,"threshold_uncertainty_score":0.3888497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2179003119461997,"score_gpt":0.3821992099377863,"score_spread":0.1642988979915865,"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."}}