{"id":"W2619062177","doi":"10.2139/ssrn.2973339","title":"The Paradox of Productivity, Technology, and Innovation in Canadian Healthcare","year":2017,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Global Health Care Issues","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; Ontario Brain Institute","funders":"","keywords":"Productivity; Health care; Business; Industrial organization; Knowledge management; Economics; Computer science; Economic growth","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":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.005998479,0.00009314149,0.0001892948,0.0005857712,0.002732147,0.00001783623,0.0003898242,0.0001919509,0.000002401172],"category_scores_gemma":[0.001571836,0.00006924941,0.0000136319,0.0005274007,0.0001907568,0.0001520067,0.00008073995,0.003132745,0.00001040506],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002066659,"about_ca_system_score_gemma":0.01281151,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2391931,"about_ca_topic_score_gemma":0.9675668,"domain_scores_codex":[0.9963224,0.0002205912,0.0005469765,0.0001571164,0.0001593364,0.002593573],"domain_scores_gemma":[0.9984047,0.0000810249,0.0006059862,0.0004071706,0.0004003317,0.0001007616],"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":[0.00002112315,0.000005612423,0.4323803,0.00002975991,0.000007888079,0.000001417064,0.0002442595,1.65055e-7,0.00001354854,0.5488803,0.0001357846,0.01827992],"study_design_scores_gemma":[0.0005681359,0.0002265819,0.3421239,0.0002272096,0.000005072953,0.00007048569,0.007259125,0.000008120519,0.00001925435,0.6197519,0.02964263,0.00009754477],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8725473,0.00533613,0.000007977868,0.120196,0.000428715,0.0004745366,0.000004392248,0.00001142298,0.0009935084],"genre_scores_gemma":[0.9959744,0.003112606,0.00002235261,0.000136214,0.000160408,0.00002048964,0.000001043376,0.00001134956,0.0005611651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7283737,"threshold_uncertainty_score":0.9991671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03223859872920633,"score_gpt":0.4238766552159686,"score_spread":0.3916380564867623,"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."}}