{"id":"W4256544940","doi":"10.1111/1754-9485.2_12955","title":"Saturday 19 October 2019","year":2019,"lang":"en","type":"article","venue":"Journal of Medical Imaging and Radiation Oncology","topic":"Medical Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Medicine; Medical physics; General surgery","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000746588,0.001132096,0.0008108948,0.001016158,0.00281716,0.003741963,0.001097445,0.003213057,0.797304],"category_scores_gemma":[0.002926453,0.0004660419,0.0007324978,0.0005442768,0.0004633541,0.001919511,0.003464284,0.002944453,0.6617457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001117899,"about_ca_system_score_gemma":0.001509241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004915821,"about_ca_topic_score_gemma":0.01913349,"domain_scores_codex":[0.9993898,0.00006929333,0.00003245688,0.0001250039,0.0002268745,0.0001566489],"domain_scores_gemma":[0.9978357,0.00009383653,0.0000924042,0.0001100829,0.0008836687,0.000984242],"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":[0.00006092959,0.00003152045,0.0001433529,0.00004254999,0.000001620201,0.00005696196,0.00001466488,0.00001483113,0.0001111931,0.0001961876,0.9845695,0.0147567],"study_design_scores_gemma":[0.00001743602,0.00003303475,0.000869063,0.00007367061,0.00000119692,0.00003458069,0.00004871569,0.00002695991,0.00005318404,0.000116382,0.9987199,0.000005838057],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001671783,0.001259868,0.0005333143,0.01817454,0.03785428,0.0007302432,0.005262308,0.002498823,0.9320148],"genre_scores_gemma":[0.001277888,0.0003318884,0.0001263215,0.002856217,0.001993425,0.00009450656,0.001103557,0.0001867609,0.9920294],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.202696,"threshold_uncertainty_score":0.2891212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333886025759305,"score_gpt":0.3967075099852059,"score_spread":0.3833686497276128,"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."}}