{"id":"W2166859022","doi":"10.2217/fon.09.157","title":"Potential Use of Ultrasound for the Detection of Cell Changes in Cancer Treatment","year":2009,"lang":"en","type":"review","venue":"Future Oncology","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Toronto Metropolitan University","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Ultrasound; Oncology; Cancer; Internal medicine; Radiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008484413,0.0009576014,0.001208265,0.002430603,0.0003392085,0.0009534095,0.0009572575,0.001634785,0.00315855],"category_scores_gemma":[0.0007177363,0.0004388418,0.0005283157,0.002037172,0.0008137705,0.001549741,0.0007094709,0.001565779,0.002331286],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006079453,"about_ca_system_score_gemma":0.0007718946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00132765,"about_ca_topic_score_gemma":0.002574441,"domain_scores_codex":[0.9997709,0.0000374181,0.00002050065,0.00004415212,0.0001050512,0.00002202609],"domain_scores_gemma":[0.9995245,0.0002704177,0.00005350108,0.00001231804,0.0001151105,0.00002424713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008467196,0.0001518974,0.0003004156,0.008461965,0.0000662646,0.0004396539,0.0001117576,0.0007306892,0.01977283,0.004633371,0.01088861,0.9543579],"study_design_scores_gemma":[0.00003081955,0.0002448509,0.001399716,0.002100195,0.000114975,0.003405514,0.0001576797,0.0005635694,0.01341434,0.003358742,0.9751478,0.0000617835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003941701,0.9959195,0.0008833918,0.0002599948,0.0001850002,0.000008940146,0.00001147295,0.000009345643,0.002328146],"genre_scores_gemma":[0.002327538,0.994366,0.0009577075,0.0002138447,0.0001911513,0.00001204191,0.00002641462,0.000002795161,0.001902354],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00315855,"threshold_uncertainty_score":0.01056635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03504508620806288,"score_gpt":0.3067117270932862,"score_spread":0.2716666408852233,"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."}}