{"id":"W4313208078","doi":"10.5114/fmpcr.2022.123122","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; Primary health care; Medicine; Family medicine; Population","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002253078,0.0002856629,0.001407255,0.0001580228,0.0003117896,0.000004281048,0.000257493,0.00006727732,0.001611599],"category_scores_gemma":[0.000247348,0.0002157861,0.0001925538,0.0008839466,0.00007579645,0.00006530002,0.0001800497,0.0008535624,0.00009206057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001227033,"about_ca_system_score_gemma":0.003342748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001086326,"about_ca_topic_score_gemma":0.000006404656,"domain_scores_codex":[0.9958878,0.0006802611,0.001040871,0.0005291598,0.00129977,0.0005621559],"domain_scores_gemma":[0.9977121,0.0001214656,0.0002475592,0.0009282508,0.0003286613,0.0006619637],"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":[0.00004076298,0.0000711996,0.002624592,0.07571058,0.00004863834,0.0002064983,0.0009361985,4.059735e-7,0.0001172533,0.0004377437,0.4707778,0.4490283],"study_design_scores_gemma":[0.0009740034,0.001193184,0.01666653,0.008682094,0.000147832,0.0005024648,0.001063355,0.000001454677,5.280045e-7,0.0000081032,0.9705862,0.0001742451],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003569031,0.7925201,0.00004193977,0.03825051,0.001132367,0.002734496,0.00004538844,0.0001943111,0.1615118],"genre_scores_gemma":[0.09188199,0.4561836,0.0005981959,0.4387087,0.002353899,0.001318847,0.002281705,0.0001623296,0.006510749],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4998084,"threshold_uncertainty_score":0.9993011,"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."}}