{"id":"W3018082557","doi":"10.36834/cmej.70081","title":"Oral Abstracts","year":2020,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Pharmaceutical studies and practices","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003047051,0.00006486525,0.0001234377,0.00004444818,0.0001552135,0.0000403438,0.00009146401,0.00007738823,0.06474162],"category_scores_gemma":[0.01589368,0.00005166177,0.0000475558,0.0001392838,0.00005473455,0.00009063786,0.00000766445,0.0007703262,0.0003954666],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000114265,"about_ca_system_score_gemma":0.02317911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001979074,"about_ca_topic_score_gemma":0.001770773,"domain_scores_codex":[0.999027,0.00003370251,0.0002118021,0.00009195015,0.000395777,0.00023978],"domain_scores_gemma":[0.9823778,0.00003963654,0.0000529645,0.00004651073,0.0001396488,0.01734347],"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":[0.00003447089,0.0000603443,0.001521901,0.00002188805,0.00005051943,0.0002791435,0.000397456,5.869812e-7,0.00001429807,0.0002084639,0.7345076,0.2629034],"study_design_scores_gemma":[0.000369845,0.00006796107,0.009096248,0.0000352585,0.00004083054,0.0009690223,0.0004517161,0.00009071685,0.00001410966,0.00005979566,0.9887484,0.00005603825],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03769058,0.001485203,0.00001690207,0.8989224,0.0009938035,0.0000837023,0.000001845968,0.0000133216,0.06079225],"genre_scores_gemma":[0.6381028,0.0003494468,0.0002817448,0.3591814,0.001833557,0.000001902544,0.000003495781,0.000006832317,0.0002387656],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.6004122,"threshold_uncertainty_score":0.9923959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07601638457223168,"score_gpt":0.4091914211552415,"score_spread":0.3331750365830098,"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."}}