{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002083386,0.000308105,0.001480856,0.0002332923,0.0001198692,0.000005991854,0.0001943873,0.0001551788,0.0002667012],"category_scores_gemma":[0.0005665764,0.0002116041,0.0001874182,0.001642778,0.0000955243,0.00008516436,0.0000790479,0.0004901812,0.001160513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004635087,"about_ca_system_score_gemma":0.002302315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007039232,"about_ca_topic_score_gemma":0.0000105533,"domain_scores_codex":[0.9964774,0.0003138918,0.001042975,0.0005255058,0.0009513952,0.0006887997],"domain_scores_gemma":[0.9974251,0.0001788169,0.0001834454,0.0009286713,0.0004812518,0.0008027441],"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":[0.00001272483,0.00001600195,0.002272992,0.09778093,0.00003263862,0.0001663081,0.0004858128,7.334148e-8,0.0001177194,0.0002095629,0.4978744,0.4010308],"study_design_scores_gemma":[0.0007504929,0.0004745952,0.07007661,0.03460874,0.0001209105,0.0001281353,0.0004568019,0.000002426822,0.000001170295,0.0000104679,0.8932104,0.0001592421],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007157011,0.7400333,0.00004177993,0.05721255,0.001275241,0.003079662,0.00002802914,0.0007566759,0.1904157],"genre_scores_gemma":[0.02346979,0.8316022,0.0002619684,0.1341624,0.00227472,0.0003114361,0.001726002,0.0001138188,0.006077666],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4008716,"threshold_uncertainty_score":0.9996172,"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."}}