{"id":"W4252429810","doi":"10.1088/1742-6596/1937/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Session (web analytics); Library science; Convention; Political science; Medical education; Operations research; Engineering; Medicine; Computer science; Law; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001966444,0.001242386,0.0009798285,0.002484202,0.003335079,0.005368526,0.001868512,0.001836454,0.5488105],"category_scores_gemma":[0.01279638,0.0003959644,0.0007039215,0.002093696,0.0008855361,0.004168433,0.002981083,0.003472293,0.4112323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002241755,"about_ca_system_score_gemma":0.003262825,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002928771,"about_ca_topic_score_gemma":0.003451573,"domain_scores_codex":[0.9983377,0.0002570366,0.0001311642,0.0003408466,0.000765886,0.0001673917],"domain_scores_gemma":[0.9938595,0.0008752249,0.0002322309,0.0005700936,0.003468693,0.0009942907],"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":[0.00003442476,0.00001936321,0.000103984,0.0001126774,0.000002157518,0.00005384576,0.0001488826,0.00004737862,0.0001150448,0.004031525,0.9588708,0.03646001],"study_design_scores_gemma":[0.000003339758,0.00001380645,0.0001694419,0.00009012238,0.00000123732,0.00006864811,0.0001273873,0.00002000615,0.00005380693,0.001338526,0.9981092,0.000004370613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0021858,0.01049662,0.009006021,0.03482467,0.1382879,0.0009399232,0.01783473,0.003132017,0.7832922],"genre_scores_gemma":[0.008202341,0.006236719,0.004506334,0.008591783,0.01705161,0.0005383915,0.01613419,0.001509021,0.9372296],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5488105,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01376882398820639,"score_gpt":0.2077703222793355,"score_spread":0.1940014982911291,"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."}}