{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002382364,0.0003754585,0.0005490933,0.0008519414,0.005400749,0.002299371,0.001020652,0.004809248,0.1007595],"category_scores_gemma":[0.03400814,0.0003114164,0.0007612573,0.0007185983,0.001442335,0.002900876,0.001314317,0.004901429,0.02373232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005669623,"about_ca_system_score_gemma":0.007735912,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1433388,"about_ca_topic_score_gemma":0.2717652,"domain_scores_codex":[0.9973056,0.0006322116,0.0001832521,0.0002512199,0.0007222642,0.0009054407],"domain_scores_gemma":[0.9873144,0.001551254,0.001231542,0.0003484556,0.003418521,0.006135857],"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":[0.00004261335,0.00004372615,0.009559335,0.00007191411,0.000009840865,0.0001963593,0.0005313026,0.00001102827,0.00008928458,0.001466868,0.9566031,0.03137472],"study_design_scores_gemma":[0.00007542019,0.0001020328,0.03283334,0.001594631,0.00006120658,0.002342863,0.00988728,0.00008710581,0.0004837096,0.004682683,0.9477114,0.0001382331],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01037831,0.00479888,0.0006429593,0.8851783,0.01451762,0.0001136035,0.001723697,0.0003241893,0.08232256],"genre_scores_gemma":[0.1052669,0.008882296,0.001881737,0.726325,0.008380007,0.000226321,0.001369674,0.0004712359,0.1471969],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1433388,"threshold_uncertainty_score":0.3370741,"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."}}