{"id":"W2252313472","doi":"10.1136/bmj.h5339","title":"One in four GP appointments can be avoided, says report","year":2015,"lang":"en","type":"article","venue":"BMJ","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Alliance; Primary care; Audit; Quarter (Canadian coin); Medicine; Test (biology); Family medicine; Medical emergency; Global Positioning System; Nursing; Business; Political science; History; Telecommunications; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00218653,0.0005142873,0.0003034481,0.0004639881,0.001566513,0.001463702,0.0009425666,0.002931079,0.04200684],"category_scores_gemma":[0.02201656,0.0005435899,0.001090076,0.0005635754,0.0007127136,0.001371523,0.001643794,0.002628239,0.01406346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001276676,"about_ca_system_score_gemma":0.004451299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03269175,"about_ca_topic_score_gemma":0.05651038,"domain_scores_codex":[0.997062,0.0007530888,0.0001848046,0.0002093946,0.001059412,0.0007312885],"domain_scores_gemma":[0.9936014,0.00192897,0.0009322068,0.0005715038,0.001331541,0.001634384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001516347,0.00008120519,0.009122599,0.0003052747,0.00003460046,0.0003872077,0.0003636252,0.00006379931,0.0007089191,0.001357331,0.8941957,0.09322805],"study_design_scores_gemma":[0.0001906403,0.0003965135,0.08112699,0.0008740814,0.00008741218,0.00195621,0.002312741,0.0001658811,0.001178996,0.001109393,0.9105186,0.00008248409],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1113699,0.02174618,0.004219672,0.5396397,0.02379843,0.0002782521,0.009475541,0.003001804,0.2864704],"genre_scores_gemma":[0.4548234,0.02636615,0.005075269,0.2646882,0.009154177,0.0005466412,0.008357164,0.0006718681,0.2303172],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04200684,"threshold_uncertainty_score":0.1405269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2340820565991943,"score_gpt":0.4821318048443871,"score_spread":0.2480497482451928,"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."}}