{"id":"W4406495966","doi":"10.1016/j.ysur.2015.03.116","title":"10.1016/j.ysur.2015.03.116","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Papillary thyroid cancer; Thyroid cancer; Mutation; Thyroid; Cancer; Cancer research; Oncology; Internal medicine; Gene; Genetics; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006099294,0.000143235,0.0002354323,0.00005097508,0.00004419209,0.00001657356,0.00006990387,0.00004963434,0.9973672],"category_scores_gemma":[0.00001255343,0.0001168013,0.00008561175,0.0001386118,0.00002237261,0.00003888698,0.00001731104,0.00007197014,0.9955487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044064,"about_ca_system_score_gemma":0.00004771809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000555237,"about_ca_topic_score_gemma":4.511428e-7,"domain_scores_codex":[0.9991539,0.00001626556,0.0001506058,0.000241343,0.0001905028,0.0002473836],"domain_scores_gemma":[0.9993284,0.00003068144,0.0000197661,0.0003411823,0.00003743657,0.0002425568],"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":[0.0001536977,0.0002017506,0.000003477347,0.000006103363,0.00005544122,0.00003217559,0.00001377327,0.000007833085,0.00002697412,6.882036e-7,0.5061179,0.4933802],"study_design_scores_gemma":[0.001135351,0.0006759795,0.0009546907,0.00005222273,0.0001044236,0.00002307163,9.120276e-7,0.00001542967,0.000462385,0.000003314173,0.9964499,0.0001222957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003563404,0.0007702128,1.115285e-7,0.002430808,0.000002044214,0.0003160671,0.00001979322,0.0001118196,0.9927858],"genre_scores_gemma":[0.002485157,0.000004778816,0.00009918213,0.000219977,0.0002178246,0.00007346229,0.00003016448,0.00002836471,0.9968411],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4932579,"threshold_uncertainty_score":0.4763021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006615660271648762,"score_gpt":0.2096055499724674,"score_spread":0.2029898897008187,"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."}}