{"id":"W4390283055","doi":"10.5114/fmpcr.2023.134040","title":"Preface","year":2023,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004023619,0.00154077,0.001422356,0.004260905,0.002942965,0.006342406,0.003099681,0.003140914,0.635487],"category_scores_gemma":[0.04133969,0.0006552825,0.001414235,0.002906329,0.0009530086,0.005888997,0.003540112,0.004916203,0.5150324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003597031,"about_ca_system_score_gemma":0.005638686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003246593,"about_ca_topic_score_gemma":0.003928818,"domain_scores_codex":[0.9966316,0.000593901,0.0003103522,0.0006081361,0.001543475,0.000312617],"domain_scores_gemma":[0.977392,0.003227898,0.0009399211,0.00147112,0.01391107,0.003057993],"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":[0.00001453791,0.000006472,0.00003900031,0.0001699965,0.000001805526,0.00002650439,0.0000356068,0.00001699552,0.00002913268,0.001198433,0.9760076,0.02245387],"study_design_scores_gemma":[0.000004931819,0.00001025131,0.0001150012,0.0002879614,0.000001888315,0.0000770711,0.00006436769,0.00001391265,0.00002911865,0.001047934,0.9983423,0.000005280152],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007252888,0.02944966,0.005208886,0.08396695,0.3446139,0.001355581,0.01914148,0.003055,0.5124833],"genre_scores_gemma":[0.005219813,0.02603912,0.004027512,0.0380534,0.06988665,0.001503603,0.02036346,0.00205122,0.8328552],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.364513,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1099424161473315,"score_gpt":0.410746806055309,"score_spread":0.3008043899079775,"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."}}