{"id":"W4389210999","doi":"10.7557/5.7275","title":"Primed and ready?","year":2023,"lang":"en","type":"article","venue":"Septentrio Conference Series","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Engineering ethics; Accountability; Realm; Research ethics; Protocol (science); Political science; Public relations; Sociology; Engineering; Medicine; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003872421,0.0007929474,0.0006811877,0.001060723,0.007213249,0.01208741,0.001658859,0.003362612,0.3073525],"category_scores_gemma":[0.01399498,0.0005557653,0.0006086546,0.00115243,0.005013342,0.01269697,0.009602674,0.005397339,0.1717659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003365175,"about_ca_system_score_gemma":0.004644601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0054802,"about_ca_topic_score_gemma":0.0091302,"domain_scores_codex":[0.9950988,0.002181593,0.0001912896,0.0009688158,0.0007788182,0.0007806951],"domain_scores_gemma":[0.9964618,0.0007067531,0.0002330224,0.0005004786,0.001003451,0.00109457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001375436,0.00006710109,0.001355008,0.0001945471,0.000009759961,0.0006077783,0.02504733,0.00004235816,0.0003393321,0.2869458,0.5930886,0.09216481],"study_design_scores_gemma":[0.000006398874,0.00001215591,0.0001952427,0.0001257383,0.000003002918,0.0001544989,0.00619731,0.00002431526,0.00009206689,0.01322425,0.9799499,0.00001515045],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004527708,0.001608062,0.006404747,0.04397877,0.00850934,0.0002525642,0.0009538608,0.0006723937,0.9330925],"genre_scores_gemma":[0.07387628,0.00179911,0.005660728,0.02818305,0.001148771,0.0004817353,0.001017675,0.0009587745,0.8868738],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3073525,"threshold_uncertainty_score":0.9879776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2256992841979233,"score_gpt":0.416483415794536,"score_spread":0.1907841315966127,"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."}}