{"id":"W7135655133","doi":"","title":"Implementation of the TRANSFoRm evidence service supporting diagnosis in primary care","year":2015,"lang":"en","type":"article","venue":"Research Portal (King's College London)","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Primary care; Service (business); Primary health care; MEDLINE; Health services","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":[],"consensus_categories":[],"category_scores_codex":[0.04513098,0.0003239988,0.0007524302,0.002228761,0.002759574,0.008216152,0.002716261,0.004367376,0.03678029],"category_scores_gemma":[0.1547094,0.0008599771,0.001257348,0.002094515,0.002117736,0.006439012,0.01635451,0.006782379,0.006078233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006309872,"about_ca_system_score_gemma":0.07760646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009066837,"about_ca_topic_score_gemma":0.01451237,"domain_scores_codex":[0.9630851,0.01950148,0.004072145,0.00153647,0.008582274,0.003222462],"domain_scores_gemma":[0.7911604,0.09937485,0.009172029,0.02341425,0.03079663,0.04608187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001622478,0.004487413,0.03099351,0.001290885,0.000139145,0.002384594,0.009421572,0.00110902,0.002587088,0.01954534,0.1626351,0.7637838],"study_design_scores_gemma":[0.003423554,0.00690556,0.09920467,0.003050817,0.0002618787,0.003152987,0.02330315,0.009205863,0.009102262,0.02676297,0.815218,0.0004082263],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3367109,0.002308161,0.06143108,0.418891,0.006810926,0.009074727,0.004432774,0.01035733,0.1499832],"genre_scores_gemma":[0.7269443,0.001494393,0.1889524,0.03542583,0.00186188,0.002545259,0.003643246,0.001378465,0.03775428],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04513098,"threshold_uncertainty_score":0.2386783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1095537047587311,"score_gpt":0.4530160298050329,"score_spread":0.3434623250463018,"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."}}