{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004707342,0.0002261781,0.0006699662,0.0001974645,0.001140938,0.0001776571,0.000382482,0.0009133099,0.0007066064],"category_scores_gemma":[0.005431499,0.0002419705,0.0001537025,0.0002205315,0.00003032276,0.000717963,0.00006539775,0.008693522,0.0001233889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002369315,"about_ca_system_score_gemma":0.001187475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003361975,"about_ca_topic_score_gemma":0.0002522957,"domain_scores_codex":[0.9901083,0.00650106,0.001767729,0.0002765682,0.0008481051,0.0004982724],"domain_scores_gemma":[0.9923271,0.001555928,0.002372977,0.0003036125,0.003279539,0.0001608422],"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":[0.00003331237,0.000109325,0.00009005322,0.0001087849,0.0001147529,0.002800392,0.0003948584,0.0003438743,0.000002376499,0.000008447854,0.9929957,0.002998163],"study_design_scores_gemma":[0.0008962816,0.0004127052,0.00009954356,0.0005673178,0.0002259192,0.002725236,0.0007410551,0.000218179,2.705439e-7,0.00002583995,0.9938636,0.0002240668],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001350352,0.001142974,0.007623456,0.9776127,0.003981476,0.0008619955,0.00002187664,0.00003034726,0.007374863],"genre_scores_gemma":[0.0004586822,0.001094593,0.02138647,0.9428315,0.02665623,0.00002698994,0.00007859742,0.00008854383,0.007378355],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03478112,"threshold_uncertainty_score":0.9935935,"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."}}