{"id":"W3131458633","doi":"10.46747/cfp.6702100","title":"Too soon or too late?","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Radiology practices and education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; McGill University Health Centre; Université du Québec; Research Institute in Oncology and Hematology; CancerCare Manitoba; McGill University; University of Calgary; Alberta Health Services","funders":"","keywords":"Audit; Medicine; Computer science; Data science; Family medicine; Accounting; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006602956,0.0001089773,0.0001918053,0.00007759802,0.0001234724,0.00003220249,0.00006376412,0.00009402655,0.00005339378],"category_scores_gemma":[0.00005189846,0.00009973079,0.00006046854,0.0002748222,0.00004288724,0.0001361759,0.000007910538,0.0001872757,0.0004519985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002478244,"about_ca_system_score_gemma":0.002233511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007718678,"about_ca_topic_score_gemma":0.008571343,"domain_scores_codex":[0.9991618,0.00003509705,0.0001267017,0.0002402089,0.00008607806,0.000350105],"domain_scores_gemma":[0.9990502,0.00004238299,0.0000423101,0.000330481,0.0001069846,0.000427666],"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":[0.0001007463,0.0001705583,0.002345041,0.00008823478,0.0001851331,0.001310839,0.0007277209,0.00002460345,0.01857655,0.002047851,0.8116138,0.1628089],"study_design_scores_gemma":[0.0004027931,0.00009371174,0.07518204,0.00003461368,0.00009614666,0.00002384999,0.001320087,0.00007354219,0.0007036435,0.0001916843,0.9217161,0.0001618308],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6477211,0.0007514312,0.000005157159,0.01280281,0.000847124,0.0001347614,0.0000179454,0.00003141374,0.3376883],"genre_scores_gemma":[0.5918517,0.0001390181,0.0003862746,0.3697266,0.001117694,0.00001712147,0.0002245101,0.00003593832,0.03650118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3569238,"threshold_uncertainty_score":0.998889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04060683143655265,"score_gpt":0.2910540106826973,"score_spread":0.2504471792461447,"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."}}