{"id":"W3202158794","doi":"10.2139/ssrn.3506627","title":"Impact of Artificial Intelligence in the Field of Education","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Artificial Intelligence in Education","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Horizon College and Seminary","funders":"","keywords":"Field (mathematics); Political science; Artificial intelligence; Computer science; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00165295,0.00007468558,0.0001161057,0.0001854242,0.00003188261,0.00003334072,0.0009801954,0.00004468302,0.00003271352],"category_scores_gemma":[0.0001921886,0.00005239783,0.0001040974,0.0005700727,0.00002690339,0.0003302241,0.00003135497,0.0006458542,0.00002752463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003003282,"about_ca_system_score_gemma":0.003784001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004891905,"about_ca_topic_score_gemma":0.0003237341,"domain_scores_codex":[0.9985228,0.0001128003,0.0004182378,0.0001241275,0.0002376709,0.0005844058],"domain_scores_gemma":[0.998974,0.0002665304,0.0002618683,0.0003288343,0.0001483882,0.00002039741],"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":[0.00001563111,0.0002534653,0.007921782,0.000003511781,0.00001331157,9.485479e-8,0.002216141,0.0005977994,0.00129671,0.5813571,0.0000290225,0.4062954],"study_design_scores_gemma":[0.00001721306,0.0009053962,0.005595163,0.0000328048,0.000004801624,0.00006038418,0.005416998,0.00637084,0.006916045,0.9745677,0.00002054729,0.00009210924],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7558753,0.000249937,0.2421015,0.0007366139,0.0003956406,0.000128041,1.412085e-7,0.000003973413,0.0005088904],"genre_scores_gemma":[0.9990313,0.0001660048,0.0006178583,0.00005557544,0.00008233111,0.000002845789,3.441831e-7,0.000003442758,0.00004028997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4062033,"threshold_uncertainty_score":0.6712655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01678318405616433,"score_gpt":0.3559191000345143,"score_spread":0.33913591597835,"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."}}