{"id":"W2096523032","doi":"10.3399/bjgp09x420626","title":"Distilling the essence of general practice: a learning journey in progress","year":2009,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Selkirk College","funders":"Royal College of General Practitioners","keywords":"Medicine; General practice; Data science; Computer science; Medical education; Family medicine","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":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007224341,0.0001889891,0.0005961824,0.000163694,0.0009311882,0.00008899358,0.0005046141,0.0002027062,0.000109189],"category_scores_gemma":[0.01100754,0.000161541,0.0001609578,0.000491457,0.0001030042,0.001907427,0.00009703815,0.003686355,0.00001341562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003839292,"about_ca_system_score_gemma":0.001966447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00132818,"about_ca_topic_score_gemma":0.0001759301,"domain_scores_codex":[0.9931038,0.003308364,0.001848561,0.0002225355,0.000834754,0.0006819745],"domain_scores_gemma":[0.9920017,0.00281691,0.003251491,0.0002200816,0.001484549,0.0002252769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006165147,0.00282762,0.05460672,0.000968627,0.0005508896,0.01235856,0.01596764,0.00475428,0.004440814,0.01723428,0.2699328,0.6101927],"study_design_scores_gemma":[0.005157959,0.001530361,0.1703134,0.002198995,0.0004556662,0.01332568,0.01299989,0.0008218652,0.0001302643,0.002261891,0.7901691,0.0006349625],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.56819,0.05462543,0.004083561,0.3126705,0.004029895,0.001805112,0.00002471818,0.00008253694,0.05448829],"genre_scores_gemma":[0.9294429,0.01270725,0.02309925,0.03015416,0.002597213,0.00001562643,0.000006691736,0.00004366112,0.001933194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6095577,"threshold_uncertainty_score":0.9986122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04304145357578372,"score_gpt":0.4492526751857407,"score_spread":0.406211221609957,"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."}}