{"id":"W4235863592","doi":"10.1002/9780471420194.tnmc66","title":"Essential <scp>TNM</scp>","year":2017,"lang":"en","type":"other","venue":"TNM Online","topic":"Lung Cancer Treatments and Mutations","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto","funders":"","keywords":"Stage (stratigraphy); Coding (social sciences); Computational biology; Computer science; Biology; Mathematics; Statistics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002168508,0.0002394919,0.0004017332,0.0001457981,0.00006606858,0.00002274021,0.0001272489,0.0002282162,0.004993091],"category_scores_gemma":[0.00009000617,0.0001882525,0.0001291518,0.00004431513,0.00007606534,0.00002140275,0.00004005242,0.0001845335,0.0005954767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006862158,"about_ca_system_score_gemma":0.0002964308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004458971,"about_ca_topic_score_gemma":0.0006446276,"domain_scores_codex":[0.9991271,0.00000995003,0.0001291972,0.0002951698,0.0002126659,0.0002259279],"domain_scores_gemma":[0.9989523,0.00002743238,0.0002012863,0.0006335293,0.00004323078,0.0001421668],"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":[0.000003536139,0.0002937608,0.0001617701,0.0001063332,0.0004776374,0.0001341212,0.0000549387,1.184303e-7,0.00003489729,0.00004501064,0.9919936,0.006694294],"study_design_scores_gemma":[0.001474091,0.00009062188,0.0009082645,0.00058069,0.0008094495,0.0000263192,0.00002231708,0.000008235617,0.00003569688,0.00002373308,0.9959607,0.00005988807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002427371,0.002510225,0.00006094006,0.0004690519,0.0009006023,0.0005042018,0.004228496,0.0002559589,0.9908278],"genre_scores_gemma":[0.0003200868,0.0005634803,0.001785041,0.0003077751,0.00311816,0.00003274822,0.007304398,0.0003231218,0.9862452],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.006634406,"threshold_uncertainty_score":0.9959165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01525869588428432,"score_gpt":0.3620206315303994,"score_spread":0.3467619356461151,"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."}}