{"id":"W4414440994","doi":"10.1093/fampra/cmaf075","title":"An overview of developing clinical prediction models in family practice","year":2025,"lang":"en","type":"review","venue":"Family Practice","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; Alberta Children's Hospital; University of Calgary","funders":"","keywords":"Clinical Practice; Predictive modelling; Key (lock); MEDLINE","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01066634,0.002342565,0.003131833,0.00648527,0.0006512875,0.00259137,0.00237023,0.002810143,0.00476448],"category_scores_gemma":[0.02367985,0.001215371,0.004672293,0.007090105,0.0009884128,0.003066022,0.001647172,0.003490443,0.001523931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00302759,"about_ca_system_score_gemma":0.008009391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01013041,"about_ca_topic_score_gemma":0.01092608,"domain_scores_codex":[0.9950546,0.002626042,0.001013679,0.0004114629,0.0007768597,0.0001173282],"domain_scores_gemma":[0.9761177,0.02092371,0.001202659,0.0003193139,0.001285331,0.0001513764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007330942,0.0001069198,0.0006098865,0.1515949,0.000926316,0.0001025913,0.0002417319,0.001947022,0.0001806337,0.01131064,0.01224013,0.8206659],"study_design_scores_gemma":[0.00008178862,0.0003336783,0.002997431,0.2853303,0.002770826,0.0008229433,0.0002787674,0.002709007,0.0005550357,0.01565271,0.6883315,0.0001359616],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007546126,0.9972314,0.001373884,0.0005301807,0.0001254967,0.00006037529,0.00004855966,0.00001380807,0.0005407973],"genre_scores_gemma":[0.001029239,0.9945174,0.003739808,0.0003008261,0.0001259506,0.0001081182,0.0000632519,0.000005491876,0.0001098753],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01066634,"threshold_uncertainty_score":0.05640966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5588533826883306,"score_gpt":0.6399667441230287,"score_spread":0.08111336143469805,"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."}}