{"id":"W4318574701","doi":"10.32920/21979697.v1","title":"Forging Paths to Enhanced Innovation","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Management; Profit (economics); Government (linguistics); Political science; For profit; Engineering; Public administration; Economic history; Library science; Business; Economics; Finance; Philosophy; Computer science; Neoclassical economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004472728,0.0003685548,0.0003244906,0.001340912,0.001986164,0.01012854,0.0007866166,0.003646756,0.03215925],"category_scores_gemma":[0.01066097,0.0003467536,0.0004819795,0.001154761,0.006645801,0.01306587,0.009883681,0.003071083,0.007128006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002420494,"about_ca_system_score_gemma":0.005566567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006887137,"about_ca_topic_score_gemma":0.001118194,"domain_scores_codex":[0.9977925,0.0007861975,0.00007027895,0.0003847237,0.0004987201,0.0004675999],"domain_scores_gemma":[0.9944904,0.001980056,0.0005147544,0.001207721,0.0007929844,0.001014091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006509909,0.0000761508,0.0009980985,0.000188285,0.00001491312,0.0001251045,0.002074579,0.0006620723,0.0006492465,0.9234077,0.01423409,0.05750455],"study_design_scores_gemma":[0.00004027863,0.00006462944,0.001166935,0.0001582504,0.00001194193,0.00009570258,0.002758021,0.0008429979,0.001264885,0.8490165,0.144566,0.0000137786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.09688269,0.006101015,0.06945635,0.09981953,0.001285319,0.0002376804,0.0003106186,0.0008475018,0.7250593],"genre_scores_gemma":[0.8974807,0.004094941,0.02896243,0.004970343,0.0002316707,0.0002636708,0.0001731268,0.0002343884,0.06358891],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03215925,"threshold_uncertainty_score":0.1075833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05094123411736123,"score_gpt":0.2736014907256635,"score_spread":0.2226602566083023,"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."}}