{"id":"W4251151833","doi":"10.3399/bjgp14x677013","title":"Why study?","year":2014,"lang":"en","type":"letter","venue":"British Journal of General Practice","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"South Bruce Grey Health Centre","funders":"","keywords":"Medicine; Data science; Computer science; World Wide Web","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":[0.01335217,0.000462351,0.0009219741,0.00101955,0.002877872,0.005087316,0.002279114,0.01351649,0.1429395],"category_scores_gemma":[0.04950973,0.0004026274,0.0008070185,0.001110412,0.001926233,0.005030444,0.003709614,0.009825281,0.0613835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003648018,"about_ca_system_score_gemma":0.01445382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01125385,"about_ca_topic_score_gemma":0.01392022,"domain_scores_codex":[0.9907521,0.004945787,0.0006664302,0.0008108719,0.001381344,0.001443348],"domain_scores_gemma":[0.9541153,0.01120921,0.002223581,0.002446494,0.0100476,0.01995786],"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":[0.00007852229,0.00009764403,0.00386749,0.0002840732,0.00002086979,0.0002326798,0.0002474033,0.00001729289,0.00005566068,0.003218589,0.9529412,0.03893857],"study_design_scores_gemma":[0.0004834644,0.0001688962,0.008621368,0.003176464,0.00004562467,0.0008022292,0.003866754,0.0001732063,0.00009863381,0.01586267,0.9666467,0.00005403368],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001149916,0.002207612,0.0005989193,0.9594178,0.0157159,0.0004835263,0.001571295,0.0001406308,0.01871436],"genre_scores_gemma":[0.01275741,0.002129815,0.001808919,0.9311205,0.01184063,0.002567622,0.000697092,0.0001684633,0.03690944],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1429395,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08141615270770795,"score_gpt":0.437725454760061,"score_spread":0.3563093020523531,"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."}}