{"id":"W3159816740","doi":"10.1148/radiol.2021210774","title":"Doing Too Much or Not Enough: Striking a Balance","year":2021,"lang":"en","type":"letter","venue":"Radiology","topic":"Lung Cancer Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Vancouver General Hospital","funders":"","keywords":"Medicine; Lung cancer; Cancer; Lung cancer screening; Download; Family medicine; Library science; Oncology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.005949326,0.0008479676,0.001708559,0.001228014,0.0144174,0.0109205,0.002848627,0.1321602,0.01262943],"category_scores_gemma":[0.0309189,0.00123003,0.001412125,0.00112453,0.006282774,0.008356091,0.00471124,0.0965495,0.007168603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009793965,"about_ca_system_score_gemma":0.01626182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01904249,"about_ca_topic_score_gemma":0.0464457,"domain_scores_codex":[0.9921532,0.002646505,0.0008623276,0.0008757524,0.001688353,0.001773803],"domain_scores_gemma":[0.9845617,0.005631027,0.0007908312,0.0003459602,0.002363838,0.006306584],"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":[0.00005095344,0.00005659277,0.001051067,0.00004839441,0.00001965757,0.004433065,0.0004661012,0.00005276073,0.0002150679,0.006074762,0.9809702,0.006561284],"study_design_scores_gemma":[0.0001270594,0.00008373115,0.001971822,0.0008099084,0.00004683223,0.007138585,0.004184893,0.0007005093,0.0001900288,0.02814137,0.9564607,0.0001445357],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000220165,0.0005092286,0.00004219198,0.9907296,0.00555857,0.000007343398,0.00001044332,0.000007464107,0.00291493],"genre_scores_gemma":[0.00288161,0.000611224,0.0002016145,0.9694942,0.01940975,0.00002497529,0.000009454182,0.00002360134,0.007343482],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1321602,"threshold_uncertainty_score":0.07106054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02935664517360818,"score_gpt":0.2999218465345374,"score_spread":0.2705652013609292,"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."}}