{"id":"W4378569147","doi":"10.1080/10580530.2023.2217475","title":"Information Systems Adoption and Performance: Evidence from Canadian Firms Linking Individual and Organizational Performance","year":2023,"lang":"en","type":"article","venue":"Information Systems Management","topic":"Technology Adoption and User Behaviour","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; Université Laval","funders":"","keywords":"Knowledge management; Context (archaeology); Task (project management); Information technology; Business; Information system; Computer science; Process management; Management; Engineering; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002639568,0.0002145944,0.0002465753,0.001890651,0.0006158752,0.001740055,0.0004834107,0.0002140672,0.00003089118],"category_scores_gemma":[0.0001847293,0.0001891674,0.00002431435,0.001558745,0.00007604889,0.007995498,0.000297311,0.0001974565,0.001739545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001654836,"about_ca_system_score_gemma":0.00008645825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002321881,"about_ca_topic_score_gemma":0.0001862518,"domain_scores_codex":[0.9967247,0.00008186032,0.001187192,0.000217117,0.001440081,0.0003491003],"domain_scores_gemma":[0.99822,0.0001494976,0.0005442822,0.000425729,0.000468861,0.0001916145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002721286,0.000007292543,0.8790243,0.0003674666,0.00006561269,0.000002946638,0.007525984,0.01120188,0.000002731709,0.008009288,0.006280457,0.08748485],"study_design_scores_gemma":[0.0004160588,0.00004855351,0.8557424,0.0003465101,0.00002774286,0.00002071393,0.01053803,0.08444741,0.000004148757,0.0000448279,0.04812093,0.0002426555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931586,0.0001358517,0.00224825,0.0003728297,0.001208755,0.0008298804,0.0001041112,0.0003264835,0.001615212],"genre_scores_gemma":[0.9981895,0.0005479,0.0001583777,0.0002044866,0.00005912231,0.0001042683,0.0004154016,0.000008287532,0.0003126752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08724219,"threshold_uncertainty_score":0.9992962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05758385850890303,"score_gpt":0.2887913524225938,"score_spread":0.2312074939136908,"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."}}