{"id":"W4409882585","doi":"10.2139/ssrn.5157825","title":"Developing Knowledge to Foster Healthcare Innovation: A Profile of Health Innovators","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Northern Alberta Institute of Technology","funders":"","keywords":"Health care; Business; Knowledge management; Computer science; Economic growth; Economics","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00159044,0.0002563535,0.0004365515,0.0008692137,0.00007573927,0.00002680161,0.0003400146,0.0002520813,0.000008133494],"category_scores_gemma":[0.00006263906,0.0002562859,0.00006247514,0.001633757,0.00001607603,0.00004796343,0.0001605355,0.002847161,0.000009795316],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003239342,"about_ca_system_score_gemma":0.0106592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003619222,"about_ca_topic_score_gemma":0.0001239235,"domain_scores_codex":[0.9972281,0.00004766036,0.0009191016,0.0002150045,0.0002030306,0.001387065],"domain_scores_gemma":[0.9991382,0.00002209456,0.0001695779,0.0002295698,0.0003630589,0.00007751023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001913604,0.00009163933,0.000373177,0.01099514,0.0006120063,6.327401e-7,0.003241496,0.002242679,0.0001396822,0.2496574,0.01532038,0.7173067],"study_design_scores_gemma":[0.002894976,0.001581148,0.00795956,0.02762782,0.0001586417,0.0004049457,0.006940261,0.009457856,0.005013431,0.689579,0.2435569,0.004825543],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1021497,0.03577431,0.806251,0.0412516,0.01113817,0.001339355,0.00008051434,0.0005795284,0.001435795],"genre_scores_gemma":[0.9869152,0.002968084,0.007158543,0.000703866,0.0008924668,0.0001187231,0.0001532401,0.00007610537,0.001013805],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8847655,"threshold_uncertainty_score":0.9999889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02545992262015854,"score_gpt":0.3062742763663587,"score_spread":0.2808143537462001,"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."}}