{"id":"W6994459090","doi":"","title":"Keynote","year":2018,"lang":"en","type":"other","venue":"Scholarship@Western (Western University)","topic":"Biomedical and Chemical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publishing; Continuing education; Higher education; Electronic publishing; Head (geology); Academic community; Public access; Access to information","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002029973,0.0004798911,0.000695935,0.0008607178,0.00008618717,0.00008273072,0.0007596879,0.001173652,0.006468987],"category_scores_gemma":[0.000100544,0.0004475003,0.0002822902,0.0006280561,0.0006169148,0.0001512513,0.0005569816,0.00116112,0.009318459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002334697,"about_ca_system_score_gemma":0.0002738917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007922952,"about_ca_topic_score_gemma":0.0003035125,"domain_scores_codex":[0.9971082,0.0001087248,0.0002317887,0.000836374,0.0009771503,0.0007377922],"domain_scores_gemma":[0.9977752,0.00006054841,0.000166238,0.0008839902,0.0001433772,0.0009706372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009748598,0.0007353476,0.9550303,0.001703944,0.0009954093,0.004577138,0.0000757424,1.330878e-8,0.002864228,0.00005949846,0.02754743,0.005436096],"study_design_scores_gemma":[0.001862109,0.0003130494,0.06213132,0.0015226,0.0002422044,0.00007518567,0.0000219035,3.243772e-8,0.001553523,0.00003671672,0.9317684,0.0004729213],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.3878047,0.0007510696,0.0003013501,0.001591044,0.0007837971,0.001112923,0.0001593457,0.00147614,0.6060196],"genre_scores_gemma":[0.01014268,0.0003451159,0.0000670055,0.0006439817,0.001087175,0.000001274118,0.0001513132,0.0004322072,0.9871293],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.904221,"threshold_uncertainty_score":0.9997977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1176311097890771,"score_gpt":0.367279770069662,"score_spread":0.2496486602805849,"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."}}