{"id":"W2344835698","doi":"10.3399/bjgp16x685153","title":"Atomic data: James Mackenzie Lecture 2015","year":2016,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Institute for Clinical Evaluative Sciences; North York General Hospital","funders":"Medical Research Council","keywords":"Medicine; Health care; Analogy; Medical education; Gerontology; Family medicine; Law; Epistemology; Political science; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00315806,0.0001550638,0.0004590167,0.0001001138,0.0005550017,0.00004658351,0.0007598865,0.0002272969,0.001410425],"category_scores_gemma":[0.004775472,0.0001188451,0.00009989057,0.0001457848,0.00006071864,0.002367261,0.0003270287,0.001180616,0.0003360097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004559369,"about_ca_system_score_gemma":0.002807342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001332441,"about_ca_topic_score_gemma":0.0005573583,"domain_scores_codex":[0.9962632,0.001291372,0.001080704,0.0002612625,0.0005184074,0.0005850184],"domain_scores_gemma":[0.9949039,0.002072129,0.001314459,0.0004962579,0.0008781361,0.0003351163],"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":[0.0002590913,0.00005163169,0.001300874,0.00005008281,0.00008366359,0.0006401823,0.00008686168,5.180065e-7,0.0004468834,0.000143723,0.8937885,0.103148],"study_design_scores_gemma":[0.001946413,0.0001086097,0.005323917,0.000303217,0.0001212398,0.003560067,0.0002073355,0.000003344838,0.00004033933,0.000873147,0.9873451,0.0001672821],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1554867,0.09728046,0.01241709,0.6656275,0.01683758,0.001280481,0.001368107,0.000192137,0.04950992],"genre_scores_gemma":[0.2851458,0.1531194,0.06482939,0.4223115,0.0322776,0.00003499602,0.0002103054,0.0003177115,0.04175323],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.243316,"threshold_uncertainty_score":0.9995024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06419697377370948,"score_gpt":0.4423418440143158,"score_spread":0.3781448702406063,"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."}}