{"id":"W7134100760","doi":"","title":"Preface","year":2015,"lang":"en","type":"article","venue":"Pure Amsterdam UMC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001475459,0.001129404,0.0007037136,0.00368378,0.002910837,0.003955142,0.001346126,0.001100746,0.4597354],"category_scores_gemma":[0.01281774,0.0003119769,0.00064676,0.002232481,0.0007005733,0.002764526,0.002443909,0.003216171,0.342616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0023286,"about_ca_system_score_gemma":0.002483388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006711622,"about_ca_topic_score_gemma":0.008558987,"domain_scores_codex":[0.9991277,0.0001466454,0.00005377228,0.0001429564,0.0004499285,0.0000790261],"domain_scores_gemma":[0.9954363,0.0007197016,0.0001504918,0.0004338384,0.00269418,0.0005655396],"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":[0.0000194563,0.00001271866,0.00005003145,0.00006928349,0.000001378584,0.00002383551,0.00004216125,0.00003148662,0.00006447297,0.004325664,0.9716043,0.02375511],"study_design_scores_gemma":[0.000002727016,0.000005811767,0.0001612906,0.0001044852,0.00000143217,0.00002415135,0.00005143289,0.00001910518,0.00007453156,0.002263366,0.9972876,0.000003927551],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001028571,0.01128453,0.005236967,0.03015176,0.2381879,0.0004896733,0.01180251,0.001478642,0.7003395],"genre_scores_gemma":[0.003658528,0.003723945,0.001531392,0.004892637,0.02172485,0.0002303124,0.005386411,0.0007678677,0.958084],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5402646,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05025894361943247,"score_gpt":0.2880447105707821,"score_spread":0.2377857669513496,"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."}}