{"id":"W4411299315","doi":"10.1093/fampra/cmaf037","title":"Getting started with search filters in primary care literature reviews","year":2025,"lang":"en","type":"article","venue":"Family Practice","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Terminology; Relevance (law); Medicine; Primary care; Vocabulary; MEDLINE; Information retrieval; Computer science; Family medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003835303,0.000114112,0.0002180627,0.0002984967,0.0006295324,0.00005120552,0.0002401342,0.000129185,0.00004085559],"category_scores_gemma":[0.002559379,0.00008427147,0.00002084058,0.001878074,0.00004880665,0.0008271082,0.00009060582,0.001634506,0.0002159911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006802504,"about_ca_system_score_gemma":0.00357263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001088711,"about_ca_topic_score_gemma":0.0002321998,"domain_scores_codex":[0.9957744,0.002293976,0.0004581235,0.0003456564,0.0003949291,0.0007329443],"domain_scores_gemma":[0.9966869,0.002094516,0.0001416927,0.0003622401,0.0005362063,0.0001784276],"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":[0.001662127,0.0003689468,0.1803389,0.01861526,0.00003627874,0.0001121238,0.1843946,0.00005283361,0.002199657,0.0007530399,0.481537,0.1299292],"study_design_scores_gemma":[0.0005977302,0.00009360338,0.198562,0.003428665,0.000007853102,0.000001150948,0.05504098,0.00007134372,0.000005700673,0.00001551267,0.7420667,0.0001087823],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4795173,0.03198548,0.0005342144,0.03355417,0.001706176,0.005410163,0.00003186561,0.000114772,0.4471459],"genre_scores_gemma":[0.5429654,0.0346393,0.08091419,0.2831525,0.001943369,0.003570108,0.001142265,0.0001128268,0.05156011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3955858,"threshold_uncertainty_score":0.7101204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1178379815444386,"score_gpt":0.5075235584319155,"score_spread":0.3896855768874769,"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."}}