{"id":"W7110776963","doi":"10.1371/journal.pone.0322175.s002","title":"Description of data sources and variables.","year":2025,"lang":"","type":"article","venue":"Figshare","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Poisson regression; Primary care; Primary health care; Health care; General practice; Clinical Practice; Cross-sectional study","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":[0.01060872,0.001123617,0.00186948,0.008332251,0.002193677,0.003058394,0.003521639,0.001622506,0.1845948],"category_scores_gemma":[0.06622118,0.001043627,0.001089485,0.02060452,0.0006366122,0.001519134,0.001947658,0.001875641,0.04510308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006553679,"about_ca_system_score_gemma":0.03264926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2722087,"about_ca_topic_score_gemma":0.2695321,"domain_scores_codex":[0.9909618,0.002063202,0.0030036,0.001134522,0.002089485,0.0007473308],"domain_scores_gemma":[0.947895,0.01869601,0.006183807,0.004872674,0.01986667,0.002485781],"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":[0.0004951223,0.0001655174,0.01578605,0.006630608,0.0001110199,0.0001045721,0.0007773106,0.0004311004,0.0001367128,0.00212855,0.9415144,0.03171896],"study_design_scores_gemma":[0.0008930535,0.00009480783,0.03813627,0.005441265,0.0001390937,0.0001013159,0.001466125,0.0004910525,0.0001767651,0.002257517,0.950716,0.0000867491],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0009430698,0.0002395935,0.001013217,0.0003630958,0.0001175342,0.005172536,0.9864658,0.000126756,0.005558363],"genre_scores_gemma":[0.01365646,0.00154689,0.01098896,0.001607657,0.0002065991,0.09554447,0.8672559,0.0004031073,0.008789958],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8154052,"threshold_uncertainty_score":0.6175309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.105718075937067,"score_gpt":0.2891687299300993,"score_spread":0.1834506539930323,"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."}}