{"id":"W6940365327","doi":"10.6084/m9.figshare.c.4086914.v1","title":"Validating an algorithm to identify metastatic gastric cancer in the absence of routinely collected TNM staging data","year":2018,"lang":"en","type":"other","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cancer; Stage (stratigraphy); Cohort; Disease; Health care; Cancer registry; Chart; Cancer staging","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.02495313,0.0008449181,0.001023657,0.003280276,0.0008935056,0.002913473,0.001472955,0.001225234,0.001118116],"category_scores_gemma":[0.08934711,0.000382768,0.0009513253,0.002228221,0.0005788443,0.001151789,0.001142219,0.000684394,0.0003974029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002783425,"about_ca_system_score_gemma":0.007142448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02423961,"about_ca_topic_score_gemma":0.02286829,"domain_scores_codex":[0.9892687,0.005089233,0.00180954,0.001614729,0.001789779,0.0004280146],"domain_scores_gemma":[0.9528123,0.02530538,0.004624831,0.002332421,0.01429102,0.0006341232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0006193403,0.0002737591,0.8874328,0.0002622824,0.0003800957,0.0001376324,0.0002349805,0.02412746,0.001447283,0.00104038,0.003624171,0.08041979],"study_design_scores_gemma":[0.0004660337,0.0007718413,0.2524187,0.000462938,0.0007903058,0.0008920417,0.0005857479,0.7249365,0.008403669,0.003012653,0.007178103,0.00008150515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8335502,0.00107958,0.1498753,0.00123513,0.0002416967,0.003190977,0.004766329,0.001296985,0.004763868],"genre_scores_gemma":[0.7890455,0.0002295912,0.2054736,0.0002356528,0.00004354797,0.0006265913,0.003917836,0.00005224919,0.000375598],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02495313,"threshold_uncertainty_score":0.1319664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09634164127249299,"score_gpt":0.3388269144127875,"score_spread":0.2424852731402945,"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."}}