{"id":"W4400318381","doi":"10.23977/aetp.2024.080426","title":"Research on Teaching Mode of Innovation and Entrepreneurship Education from the Perspective of Big Data","year":2024,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Ideological and Political Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Entrepreneurship; Big data; Mode (computer interface); Entrepreneurship education; Sociology; Mathematics education; Knowledge management; Psychology; Business; Computer science; Data mining; Artificial intelligence; Human–computer interaction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008997112,0.00004868532,0.00008583564,0.000447315,0.0001408896,0.000009102803,0.0002721244,0.0001411912,0.00003934425],"category_scores_gemma":[0.00234377,0.00003705617,0.000005553374,0.001133414,0.001484541,0.00013893,0.00005265334,0.0004058612,0.00000340569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003431884,"about_ca_system_score_gemma":0.0003664618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009227279,"about_ca_topic_score_gemma":0.0003751172,"domain_scores_codex":[0.9989664,0.0002961961,0.000196675,0.000296978,0.0001133292,0.0001304553],"domain_scores_gemma":[0.9974728,0.002057471,0.000050536,0.0002338821,0.0001692925,0.00001602479],"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":[0.0000138115,0.000139253,0.01803639,0.000007019114,0.000004540843,6.138915e-8,0.002736628,7.183885e-7,0.00006078085,0.8739272,0.0004360393,0.1046375],"study_design_scores_gemma":[0.00003941615,0.00004741934,0.02592918,0.00005554634,0.000003612806,0.000001201218,0.01081172,0.000005673278,0.00003250053,0.9261718,0.03686909,0.00003281872],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7899163,0.01200901,0.000105535,0.1630588,0.001040101,0.0001573679,0.00002855399,0.00001494704,0.0336694],"genre_scores_gemma":[0.9971793,0.001510933,0.0004007359,0.0003693068,0.0003008512,0.00002793295,0.00003197533,0.00000265945,0.0001762963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2072631,"threshold_uncertainty_score":0.5469853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1323100816268115,"score_gpt":0.5413330846997426,"score_spread":0.4090230030729312,"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."}}