{"id":"W24006533","doi":"10.1148/radiographics.33.4.135006","title":"Invited commentary.","year":2014,"lang":"en","type":"article","venue":"PubMed","topic":"Military Technology and Strategies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nova Scotia Hospital; Dalhousie University","funders":"","keywords":"Computer science","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":[0.00611325,0.001228939,0.001884971,0.001700844,0.005621918,0.005872881,0.005077343,0.04790526,0.06092827],"category_scores_gemma":[0.05679934,0.0009632871,0.002141621,0.001296456,0.002881833,0.005422138,0.003024024,0.04363744,0.03636289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006687879,"about_ca_system_score_gemma":0.009922116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01713116,"about_ca_topic_score_gemma":0.02811963,"domain_scores_codex":[0.9931726,0.001384579,0.0005553912,0.001198847,0.002765523,0.0009230778],"domain_scores_gemma":[0.9787238,0.01082353,0.0007319386,0.0006316608,0.006891374,0.002197771],"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":[0.00001044083,0.000001768355,0.00001238769,0.00003592415,0.000002495433,0.00005141653,0.00001704958,0.000002909067,0.00001136921,0.0004581687,0.9984444,0.000951789],"study_design_scores_gemma":[0.00003174385,0.000008609421,0.0001771808,0.0003226095,0.00001285797,0.0001297155,0.0001240398,0.00002055076,0.00006443347,0.001122965,0.9979673,0.0000178955],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00008711363,0.003304405,0.00005080294,0.8700795,0.1157092,0.0000347375,0.0002179909,0.00004332434,0.01047291],"genre_scores_gemma":[0.0007854527,0.001532928,0.00005809801,0.9313701,0.03878574,0.00006480146,0.00007195387,0.00004113057,0.02728982],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06092827,"threshold_uncertainty_score":0.2038254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008443741276859824,"score_gpt":0.1607766761406904,"score_spread":0.1523329348638305,"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."}}