{"id":"W1497929937","doi":"10.3747/co.22.2585","title":"Beyond the Mammography Debate: A Moderate Perspective","year":2015,"lang":"en","type":"article","venue":"Current Oncology","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mammography; Context (archaeology); Medicine; Harm; Modalities; Sketch; Perspective (graphical); Public relations; Computer science; Political science; Sociology; Law; Breast cancer; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03111628,0.0008449157,0.001349096,0.003122847,0.006075351,0.0193326,0.002830923,0.02157395,0.006139645],"category_scores_gemma":[0.05668941,0.0004634362,0.001156183,0.003255139,0.02846627,0.02578115,0.008236281,0.02739968,0.001633939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01350479,"about_ca_system_score_gemma":0.01298304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005004874,"about_ca_topic_score_gemma":0.005023616,"domain_scores_codex":[0.9804905,0.01371059,0.0004917679,0.001435647,0.002591785,0.001279804],"domain_scores_gemma":[0.9515091,0.04180948,0.001209227,0.0009293108,0.002975281,0.001567648],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000604603,0.00002408164,0.0001843053,0.0005081408,0.00001800803,0.0002062192,0.007247093,0.0001495698,0.0002378467,0.9198116,0.05624884,0.01530385],"study_design_scores_gemma":[0.00002952274,0.00003831794,0.0002250647,0.002527372,0.00002084638,0.0001588176,0.01009447,0.000160442,0.0001879817,0.3004997,0.6860291,0.00002825609],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001305805,0.08397868,0.001404887,0.8846177,0.006805908,0.00001305451,0.00003041839,0.00001249089,0.02183098],"genre_scores_gemma":[0.1544543,0.108303,0.002022416,0.6873794,0.03632585,0.0001488402,0.00008002291,0.0001055771,0.0111807],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03111628,"threshold_uncertainty_score":0.1645606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2670945672777222,"score_gpt":0.461605839417677,"score_spread":0.1945112721399548,"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."}}