{"id":"W4225959082","doi":"10.5114/fmpcr.2022.115010","title":"Preface","year":2022,"lang":"en","type":"article","venue":"Family Medicine & Primary Care Review","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Primary care; Medicine; Family medicine","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":[0.003283206,0.001518176,0.001475651,0.005317832,0.003073683,0.007023119,0.002804396,0.003016799,0.6874201],"category_scores_gemma":[0.03284649,0.0007002805,0.001197589,0.004144201,0.0008843577,0.005546934,0.00317203,0.00416097,0.5884196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003258047,"about_ca_system_score_gemma":0.005045823,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004042168,"about_ca_topic_score_gemma":0.00481577,"domain_scores_codex":[0.9968408,0.0004807226,0.0002993266,0.0005560694,0.001564364,0.0002587362],"domain_scores_gemma":[0.9803207,0.002734171,0.0007468644,0.001511873,0.01239581,0.002290587],"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":[0.00001367985,0.000007767339,0.00003750866,0.0001427074,0.00000134971,0.0000257701,0.00003515546,0.00001645114,0.00003820882,0.00103549,0.9722217,0.02642426],"study_design_scores_gemma":[0.00000371309,0.000009054646,0.0001031696,0.0001765942,0.000001316295,0.00005434969,0.00005543687,0.00001350226,0.0000307913,0.0007400686,0.9988074,0.000004544187],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0007339751,0.02270663,0.005564595,0.04775213,0.213624,0.001175007,0.02054971,0.003774352,0.6841196],"genre_scores_gemma":[0.002921248,0.01184306,0.003074591,0.01385565,0.02656823,0.0007464504,0.01445353,0.00149727,0.9250399],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6874201,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07444303565368716,"score_gpt":0.3763922465816933,"score_spread":0.3019492109280061,"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."}}