{"id":"W4313445664","doi":"10.1007/978-3-031-04394-9_25","title":"Electronic Delphi Method","year":2023,"lang":"en","type":"book-chapter","venue":"Springer texts in education","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Delphi method; Delphi; Adaptation (eye); Computer science; Psychology; Artificial intelligence","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003123352,0.0002071787,0.0002420698,0.0008078403,0.0001842554,0.00009344344,0.0006797679,0.0005386125,0.0008726899],"category_scores_gemma":[0.0005106681,0.0002503485,0.000101584,0.0002643451,0.0001680174,0.000130178,0.0001251488,0.0009717977,0.001100072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001596934,"about_ca_system_score_gemma":0.003489511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001747284,"about_ca_topic_score_gemma":0.006759319,"domain_scores_codex":[0.9976025,0.0001439742,0.0003502717,0.0005071862,0.000775596,0.0006204341],"domain_scores_gemma":[0.9986919,0.0003565986,0.0001618034,0.000479038,0.0001980251,0.0001126213],"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":[0.000003441443,0.00003184071,0.00003695061,0.00002471405,0.00001076363,0.000003121613,0.002338484,0.000001891815,0.00001521091,0.7725926,0.008468839,0.2164721],"study_design_scores_gemma":[0.00002627642,0.0000116164,0.0001236626,0.0001352626,0.000007915975,7.010798e-7,0.0003397369,0.000003392643,0.00001660568,0.3626323,0.6365153,0.0001872204],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001438297,0.0007860821,0.0002746181,0.003744791,0.001411878,0.0009089006,0.00000353454,0.0003792053,0.9923472],"genre_scores_gemma":[0.00722913,0.002830888,0.004323883,0.0001306009,0.001121923,0.0002458021,0.00002274792,0.0001231616,0.9839718],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6280465,"threshold_uncertainty_score":0.9999949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08890065148184081,"score_gpt":0.4661057610268216,"score_spread":0.3772051095449808,"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."}}