{"id":"W4392598294","doi":"10.3389/feduc.2024.1336576","title":"The social innovation profile in students as a transformation strategy: structural equation modeling","year":2024,"lang":"en","type":"article","venue":"Frontiers in Education","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Structural equation modeling; Transformation (genetics); Social innovation; Computer science; Knowledge management; Industrial engineering; Engineering; Political science; Public relations; Chemistry","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":[0.008692061,0.0009558498,0.001084626,0.002475175,0.00105693,0.002885261,0.001744092,0.001708425,0.004750269],"category_scores_gemma":[0.01475073,0.0005806946,0.003209574,0.002108196,0.0008399637,0.001624332,0.002051788,0.002662458,0.0005843193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002106931,"about_ca_system_score_gemma":0.003186582,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02132098,"about_ca_topic_score_gemma":0.01115674,"domain_scores_codex":[0.9963451,0.002406368,0.0001684805,0.0003877385,0.000334125,0.0003581269],"domain_scores_gemma":[0.9918327,0.006509679,0.0005581483,0.0003178374,0.0004064708,0.0003750337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000578028,0.002991941,0.9150593,0.0001432556,0.001032146,0.0003674219,0.008130066,0.03295316,0.0004568546,0.006693522,0.001850487,0.0297438],"study_design_scores_gemma":[0.0002339939,0.001409062,0.2437522,0.0002688528,0.000634452,0.0001899585,0.007234974,0.7342268,0.0005062803,0.007710261,0.003726643,0.0001065821],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902901,0.0000977497,0.007358599,0.0003781558,0.00003758444,0.0003486615,0.000378105,0.00004116031,0.001069896],"genre_scores_gemma":[0.9934057,0.00009232548,0.004642887,0.00003557174,0.00001436016,0.0005354704,0.0005056725,0.00001183752,0.0007561252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02132098,"threshold_uncertainty_score":0.04596853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03761241759257315,"score_gpt":0.3715750643832958,"score_spread":0.3339626467907226,"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."}}