{"id":"W239120566","doi":"10.3332/ecancer.2014.ed43","title":"ecancermedicalscience","year":2016,"lang":"en","type":"article","venue":"ecancermedicalscience","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001940397,0.000158241,0.0002885356,0.0001140143,0.0001586282,0.0000228073,0.0003741192,0.00009020553,0.005318305],"category_scores_gemma":[0.01190902,0.00008957297,0.0000980521,0.0007547318,0.001664648,0.000472157,0.0001356886,0.0001822887,0.0006728997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003023956,"about_ca_system_score_gemma":0.001461282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005733112,"about_ca_topic_score_gemma":0.00002800016,"domain_scores_codex":[0.9964522,0.0000611548,0.0007986506,0.0006577473,0.001432417,0.0005978164],"domain_scores_gemma":[0.9972323,0.001070424,0.0002112157,0.0005345659,0.000218479,0.0007329813],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001198361,0.0001596331,0.03503075,0.00002334963,0.00001302541,0.00006186739,0.0000697715,6.792143e-7,0.04313152,0.001951478,0.03375742,0.8856807],"study_design_scores_gemma":[0.006894973,0.001150285,0.3503656,0.0008743696,0.0001179276,0.0005561196,0.0002097332,0.001012841,0.01198553,0.007013047,0.6191759,0.0006436536],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.547179,0.0003885594,0.1398141,0.2838994,0.003350735,0.001115038,0.00003355828,0.000573801,0.02364583],"genre_scores_gemma":[0.9822891,0.0004755219,0.004028057,0.01064039,0.000658381,0.00005136298,0.000001969571,0.00001499836,0.001840242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.885037,"threshold_uncertainty_score":0.9964141,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1801360910676341,"score_gpt":0.4974924386716165,"score_spread":0.3173563476039824,"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."}}