{"id":"W4406522389","doi":"10.1016/s0029-7437(06)71703-7","title":"10.1016/s0029-7437(06)71703-7","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Machine Learning in Healthcare","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","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":[0.000302075,0.0001728574,0.0001871381,0.0001090827,0.0001554888,0.0001316937,0.001169977,0.00007743541,0.9889162],"category_scores_gemma":[0.0000801675,0.0001717913,0.00006162258,0.0004852867,0.00002311042,0.0002209002,0.0001964862,0.0002807305,0.997034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005726894,"about_ca_system_score_gemma":0.0000680007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001042473,"about_ca_topic_score_gemma":3.965802e-7,"domain_scores_codex":[0.9983613,0.0001399662,0.0002384179,0.0004743125,0.0003349099,0.0004510887],"domain_scores_gemma":[0.9986232,0.0001074946,0.0000445869,0.0008848835,0.00006677081,0.0002730811],"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":[0.000006390129,0.00001940696,0.000001515063,0.000009466085,0.00000432619,0.000007318036,0.00005999845,0.00045863,0.000003369036,0.00002980219,0.6159973,0.3834025],"study_design_scores_gemma":[0.0001198267,0.0001453023,0.0002088824,0.00002024541,0.000002525338,0.00002210536,2.675766e-7,0.02125945,0.00001364904,0.00004821314,0.9779579,0.0002016549],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001789354,0.0000680337,0.0002637158,0.003292283,5.781127e-7,0.0002044387,0.000003461324,0.0006522656,0.9953363],"genre_scores_gemma":[0.0002267849,1.690649e-7,0.007183143,0.0002434969,0.0001652266,0.00002083851,0.000005674655,0.00002145205,0.9921332],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3832009,"threshold_uncertainty_score":0.7005445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008903376099262741,"score_gpt":0.2194152676414098,"score_spread":0.2105118915421471,"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."}}