{"id":"W4410802332","doi":"10.61007/qdc.2023.1.109","title":"Social Innovation as a platform for hybridizing Education Systems","year":2023,"lang":"en","type":"article","venue":"Community Notebook People Education and Welfare in the Society 5 0","topic":"Innovation, Technology, and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Social innovation; Sociology; Political science; Public relations","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":[0.003675511,0.0004964009,0.0003198479,0.002752136,0.002521743,0.01007796,0.001381802,0.002295331,0.02158647],"category_scores_gemma":[0.00503575,0.0003610436,0.000787101,0.001362443,0.00577496,0.01013287,0.01321329,0.001753161,0.003413755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002002923,"about_ca_system_score_gemma":0.002118496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009146429,"about_ca_topic_score_gemma":0.0008524354,"domain_scores_codex":[0.9971138,0.001519602,0.0001133392,0.0003150989,0.0006307123,0.0003073278],"domain_scores_gemma":[0.9965464,0.001562363,0.000204448,0.0008304671,0.0003107207,0.0005454998],"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":[0.00003949949,0.00008489822,0.0006462343,0.0000809964,0.00002175139,0.0003215707,0.002882122,0.004298518,0.00171235,0.953203,0.002834942,0.03387409],"study_design_scores_gemma":[0.00007066062,0.0002223262,0.0005040776,0.0001844201,0.00002884389,0.0002751039,0.002415771,0.02381531,0.002621313,0.7577513,0.2120534,0.00005748575],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1003736,0.001061826,0.3797762,0.009039656,0.0009394253,0.0005092598,0.0002184539,0.003016502,0.5050651],"genre_scores_gemma":[0.828137,0.0007150388,0.09984732,0.0005887344,0.0002659425,0.0005737658,0.0002654009,0.0003810421,0.06922574],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02158647,"threshold_uncertainty_score":0.07221395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06025922688973934,"score_gpt":0.374484175050191,"score_spread":0.3142249481604517,"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."}}