{"id":"W6957977880","doi":"10.60692/rtt22-kb812","title":"IoMT Cloud-Based Intelligent Prediction of Breast Cancer Stages Empowered With Deep Learning","year":2021,"lang":"en","type":"article","venue":"Greater South Information System","topic":"AI in cancer detection","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Deep learning; Breast cancer; Cancer; The Internet; Mammography","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":[0.0002664576,0.0004383395,0.0004320485,0.0005354755,0.0002357307,0.0004616472,0.0006980142,0.0004197833,0.0007893073],"category_scores_gemma":[0.0007565439,0.0001588283,0.0004657522,0.0004554997,0.0001510107,0.0005609984,0.00047393,0.0004716102,0.0002373332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008998578,"about_ca_system_score_gemma":0.0008672671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02586253,"about_ca_topic_score_gemma":0.02450649,"domain_scores_codex":[0.9998708,0.0000154056,0.000008167443,0.00003264427,0.00003789995,0.00003498046],"domain_scores_gemma":[0.9998015,0.00004798334,0.00003153963,0.00002030081,0.00007488579,0.00002380523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004554089,0.0003958608,0.05613202,0.0000967152,0.0001384953,0.0003855471,0.00007679311,0.6848307,0.006626644,0.00308864,0.0105262,0.237247],"study_design_scores_gemma":[0.000003086417,0.00001373797,0.00112293,0.000003026853,0.00000871468,0.00001839511,0.000005191243,0.997394,0.0006767446,0.0004365247,0.0003146346,0.0000030479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4223101,0.002083595,0.5566664,0.002144599,0.0003784147,0.0001784788,0.002096359,0.004501998,0.009639971],"genre_scores_gemma":[0.9733025,0.0004205885,0.02294879,0.0002018093,0.00004297223,0.00004374371,0.0009101413,0.0000245493,0.002104955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02586253,"threshold_uncertainty_score":0.05142397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01985086947795058,"score_gpt":0.2111735655040473,"score_spread":0.1913226960260967,"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."}}