{"id":"W4409553693","doi":"10.63332/joph.v5i4.973","title":"Assessing the Elements That Mediate the Impact of Innovation on Business Performance: Moderate Accreditation Ranking and Competitive Advantage","year":2025,"lang":"en","type":"article","venue":"Journal of Posthumanism","topic":"Organizational Leadership and Management Strategies","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Accreditation; Ranking (information retrieval); Competitive advantage; Business; Industrial organization; Marketing; Computer science; Information retrieval; Medical education; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002128097,0.0003908773,0.0003014093,0.001074777,0.0006591951,0.001823688,0.0004129812,0.0006303705,0.004270779],"category_scores_gemma":[0.00771247,0.0001523798,0.000653311,0.0009049485,0.0008660479,0.0006384563,0.001121279,0.0006838562,0.0003628717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005954479,"about_ca_system_score_gemma":0.001330923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002899917,"about_ca_topic_score_gemma":0.004802851,"domain_scores_codex":[0.9979626,0.0007096743,0.0001658042,0.0002392472,0.0005764947,0.0003461943],"domain_scores_gemma":[0.9878489,0.005892439,0.003121481,0.0005287023,0.001093849,0.001514648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002432691,0.0006751114,0.9899149,0.00003020014,0.0001062574,0.00006218072,0.000680422,0.0001159842,0.0007774962,0.0003126928,0.00006575514,0.007015765],"study_design_scores_gemma":[0.000006841332,0.0003072804,0.9977,0.00001111397,0.00004807223,0.00003010442,0.000839894,0.0004107607,0.0003362356,0.0001624215,0.0001412618,0.000005925616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970794,0.00002329676,0.0001295785,0.00003196993,0.000002787136,0.00002410976,0.00003282767,0.000001845702,0.002674342],"genre_scores_gemma":[0.9994686,0.00001101533,0.0001424879,0.000008312601,0.000002216419,0.00001945707,0.00003377341,7.400317e-7,0.0003133424],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004270779,"threshold_uncertainty_score":0.01428723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03181255724930063,"score_gpt":0.307598023709959,"score_spread":0.2757854664606583,"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."}}