{"id":"W4311607112","doi":"10.36834/cmej.76145","title":"Bearer of bad news","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001238517,0.00005986901,0.0001616031,0.0005239642,0.0002682488,0.00001035132,0.0002430098,0.00004748287,0.1359024],"category_scores_gemma":[0.007790857,0.00004937275,0.00006175393,0.0005161346,0.0001856056,0.00004569539,0.000021888,0.0008246382,0.00002381637],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004176408,"about_ca_system_score_gemma":0.09658463,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01382235,"about_ca_topic_score_gemma":0.004872689,"domain_scores_codex":[0.9977103,0.00008401447,0.0002788929,0.0001189844,0.001481332,0.0003264151],"domain_scores_gemma":[0.9905795,0.00003643147,0.00006915499,0.0001653389,0.0002759216,0.008873631],"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":[0.000029538,0.0001794686,0.01507586,0.00002103939,0.00002196695,0.0001952613,0.001671205,0.000001650239,0.0001328665,0.0006205896,0.7645736,0.2174769],"study_design_scores_gemma":[0.0008084098,0.0003002697,0.02446047,0.00008145915,0.0000222109,0.004015949,0.008467684,0.00007523972,0.00003469725,0.0001863667,0.9614841,0.00006316831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6184248,0.002569075,0.00005444667,0.3179639,0.005103727,0.0003514042,0.000011138,0.00001335947,0.05550813],"genre_scores_gemma":[0.9280261,0.0001821184,0.0002219642,0.06290103,0.001354396,0.00001804231,0.00001699053,0.00001188626,0.007267471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3096012,"threshold_uncertainty_score":0.9927447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02128977708948443,"score_gpt":0.3558538877241102,"score_spread":0.3345641106346258,"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."}}