{"id":"W1889466156","doi":"10.3747/co.22.2371","title":"Point: Mammography Screening—Sticking to the Science","year":2015,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Ontario Institute for Cancer Research","funders":"","keywords":"Medicine; Mammography; Medical physics; Point (geometry); Dermatology; Data science; Breast cancer; Cancer; Computer science; Internal medicine; Mathematics; Geometry","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":[0.01420967,0.001085047,0.001541736,0.001842109,0.002827198,0.006454863,0.00333182,0.01909528,0.02069918],"category_scores_gemma":[0.0780712,0.0004804824,0.0009643753,0.00204013,0.009844891,0.01189784,0.004032801,0.03439829,0.007730054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00364855,"about_ca_system_score_gemma":0.007793538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007030712,"about_ca_topic_score_gemma":0.009278931,"domain_scores_codex":[0.9911886,0.003575082,0.0008710526,0.00133966,0.002531995,0.000493559],"domain_scores_gemma":[0.9212703,0.04002481,0.004807085,0.002027401,0.02689845,0.004971994],"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":[0.00008718423,0.00003503549,0.0009169814,0.001006227,0.0000509395,0.0002004277,0.0002017351,0.0001513859,0.0001531306,0.01394804,0.9100759,0.07317304],"study_design_scores_gemma":[0.00009142788,0.0001748752,0.003938068,0.008599608,0.0001542812,0.001370164,0.001921219,0.0005070617,0.0002854239,0.1397702,0.8430142,0.0001734032],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001462951,0.01351602,0.000437683,0.9692137,0.01550957,0.000007316345,0.00008022971,0.00002531956,0.001064019],"genre_scores_gemma":[0.006517776,0.03540815,0.001300489,0.8722861,0.08235171,0.00003048492,0.000138608,0.00004622617,0.001920336],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02069918,"threshold_uncertainty_score":0.07514882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3867361283958864,"score_gpt":0.4865195213562941,"score_spread":0.09978339296040767,"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."}}