{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002326816,0.00017833,0.0003440067,0.0003630977,0.0001722655,0.0002466087,0.0006337733,0.0003025253,0.03495171],"category_scores_gemma":[0.001277658,0.0001813244,0.00002956811,0.0006951824,0.00002300536,0.001241329,0.001703358,0.0001959429,0.0003325142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001792981,"about_ca_system_score_gemma":0.0001117704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001395021,"about_ca_topic_score_gemma":0.0003337224,"domain_scores_codex":[0.9986098,0.00001851342,0.0004816187,0.0004756316,0.0001322671,0.0002822044],"domain_scores_gemma":[0.9984986,0.00006791326,0.0003541971,0.000795057,0.0002719597,0.00001230992],"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":[0.00001575748,0.00006912769,0.00587835,0.02094801,0.0001012917,0.000008666178,0.00003158977,0.000001217495,0.00006427939,0.006688675,0.8198133,0.1463798],"study_design_scores_gemma":[0.0002878908,0.000007994485,0.00794708,0.008330994,0.00004704367,0.000001388715,0.0002075277,0.00273908,0.00001811208,0.0009447225,0.9793196,0.0001486068],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.04419418,0.116533,0.0003499112,0.0151232,0.003329653,0.005276594,0.6469961,0.001028438,0.1671689],"genre_scores_gemma":[0.9492093,0.0000513917,0.00007405212,0.0006188083,0.0003889629,0.00003528946,0.04837064,0.00001857842,0.001232967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9050151,"threshold_uncertainty_score":0.9659305,"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."}}