{"id":"W4389097085","doi":"10.14742/apubs.2023.538","title":"Supporting students and educators in using generative artificial intelligence","year":2023,"lang":"en","type":"article","venue":"ASCILITE Publications","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Viewpoints; Task (project management); Set (abstract data type); Quality (philosophy); Advice (programming); Computer science; Position paper; Higher education; Psychology; Engineering; Political science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007962728,0.0000945665,0.0001451442,0.0005239824,0.0001937396,0.00008776264,0.00009982488,0.00007174276,0.00009939351],"category_scores_gemma":[0.0009457004,0.00009639728,0.00003106459,0.001730745,0.00009403739,0.0002253925,0.00005821234,0.0001692949,0.000121147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001377429,"about_ca_system_score_gemma":0.0003861127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006374781,"about_ca_topic_score_gemma":0.0002808537,"domain_scores_codex":[0.9985337,0.00005189388,0.0005332858,0.0003172579,0.0002292789,0.0003345627],"domain_scores_gemma":[0.9990909,0.000170015,0.00008658083,0.0002540373,0.000220274,0.0001781813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002047619,0.0004644921,0.8023799,0.00006679818,0.00002430217,0.000004013698,0.01653989,0.0001096979,0.00197441,0.01310649,0.0008080488,0.1645015],"study_design_scores_gemma":[0.00006862283,0.0002133102,0.7776768,0.0002137501,0.00008505567,0.0000661847,0.07989843,0.05318836,0.01677251,0.06403787,0.0071837,0.0005953788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846465,0.00008418778,0.0010678,0.01310989,0.0002439509,0.0004634753,0.000006144069,0.00009513525,0.0002829422],"genre_scores_gemma":[0.997558,0.00006906281,0.001183454,0.0003702854,0.0001937885,0.0001012173,0.00007603584,0.00001214865,0.0004360244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1639061,"threshold_uncertainty_score":0.3930967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3359169577456948,"score_gpt":0.5365750368822051,"score_spread":0.2006580791365103,"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."}}