{"id":"W4255698511","doi":"10.32920/14664642","title":"Decision Making Surrounding IT Outsourcing within Ontario Hospitals","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Outsourcing and Supply Chain Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Outsourcing; Business; Work (physics); Agency (philosophy); Transaction cost; Knowledge process outsourcing; Health care; Database transaction; Point (geometry); Information technology; Operations management; Marketing; Finance; Economics; Engineering; Economic growth; Political science; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003137956,0.0002965684,0.0003090002,0.001086494,0.008315566,0.006181327,0.0008269295,0.0007803192,0.00560479],"category_scores_gemma":[0.009708247,0.0003470721,0.0005278841,0.002242685,0.003594265,0.0009911885,0.002227436,0.0008847775,0.000297025],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08132678,"about_ca_system_score_gemma":0.08437645,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8964468,"about_ca_topic_score_gemma":0.929361,"domain_scores_codex":[0.9944484,0.001888537,0.0002379677,0.000278583,0.001478724,0.001667748],"domain_scores_gemma":[0.9928993,0.002096083,0.001129393,0.0001291226,0.00162234,0.002123719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001879683,0.0006095702,0.4092479,0.000830191,0.0002590898,0.009506868,0.2595237,0.02520386,0.004938453,0.08873123,0.03557725,0.1636923],"study_design_scores_gemma":[0.0001192382,0.000329953,0.3440723,0.0006210999,0.0001273699,0.0006403578,0.5143383,0.0202508,0.001129054,0.0218729,0.0961986,0.0003000876],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9198134,0.000947337,0.001369269,0.009579589,0.00006152268,0.000248605,0.0003383318,0.00001132008,0.06763066],"genre_scores_gemma":[0.99361,0.000587718,0.0007217702,0.0001779608,0.00001109405,0.00001877923,0.0001004252,0.000003925184,0.004768354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9186732,"threshold_uncertainty_score":0.5900698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02254597906217934,"score_gpt":0.2492825622749942,"score_spread":0.2267365832128148,"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."}}