{"id":"W2545888153","doi":"10.3747/co.23.3155","title":"Clinical Surveillance Compared with Clinical and Magnetic Resonance Imaging Surveillance for Brain Metastasis: A Feasibility Survey","year":2016,"lang":"en","type":"article","venue":"Current Oncology","topic":"Brain Metastases and Treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Juravinski Cancer Centre; McMaster University","funders":"","keywords":"Medicine; Magnetic resonance imaging; Medical physics; Brain metastasis; Radiology; Metastasis; Cancer; Internal medicine","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":[0.008226861,0.0003273831,0.001436213,0.00006295736,0.0001021473,0.00001917242,0.0001524764,0.0001183891,0.00006391995],"category_scores_gemma":[0.003352605,0.0001941256,0.0002330453,0.00018413,0.00106598,0.00006228947,0.0001026022,0.000274712,0.00001523912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001263927,"about_ca_system_score_gemma":0.0004171404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003402687,"about_ca_topic_score_gemma":0.001287731,"domain_scores_codex":[0.994487,0.002507464,0.001112911,0.001083975,0.000235689,0.0005729409],"domain_scores_gemma":[0.9901487,0.007997778,0.0003129957,0.0006975309,0.0004296292,0.0004133555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002656939,0.0008445366,0.6161585,0.0000447742,0.00005067622,0.00002354593,0.000009945922,5.089088e-8,0.000003342808,0.00005105903,0.005069513,0.3750871],"study_design_scores_gemma":[0.01591493,0.002659689,0.820025,0.0001024438,0.00008129887,0.00008709013,0.00001684959,0.0001287003,0.000002675646,0.0001131595,0.1606633,0.0002049584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9553928,0.02607087,0.005007754,0.008869965,0.001251065,0.002171427,0.001046662,0.0001009721,0.00008844692],"genre_scores_gemma":[0.9930367,0.001414652,0.004317654,0.0004907142,0.0003135255,0.0001426457,0.0001270026,0.00003901889,0.0001180517],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3748822,"threshold_uncertainty_score":0.7916214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2246877556382861,"score_gpt":0.4817271243880172,"score_spread":0.2570393687497312,"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."}}