{"id":"W3129728862","doi":"10.1093/fampra/cmab006","title":"Access to inflammatory bowel disease speciality care: the primary healthcare physician perspective","year":2021,"lang":"en","type":"article","venue":"Family Practice","topic":"Inflammatory Bowel Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Medicine; Referral; Family medicine; Stakeholder; Health care; Population; Nursing; General partnership; Triage; Medical emergency; Environmental health; Public relations","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002884815,0.0002515173,0.0001455324,0.0000299226,0.0003438817,0.000208556,0.0005194324,0.0001023288,0.00001192629],"category_scores_gemma":[0.001304619,0.0002315186,0.0001674703,0.0001776374,0.0001027248,0.00006211735,0.00060823,0.0002643518,0.0001129305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002356912,"about_ca_system_score_gemma":0.001665875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006553055,"about_ca_topic_score_gemma":0.000168389,"domain_scores_codex":[0.9975986,0.0006589257,0.0002572761,0.0006873002,0.0004111741,0.000386658],"domain_scores_gemma":[0.9970644,0.00007765979,0.0001676978,0.00114893,0.001152441,0.0003888912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.03180004,0.003857296,0.158808,0.003426079,0.002794726,0.01870548,0.0247954,0.003099578,0.228857,0.05524506,0.4440615,0.02454991],"study_design_scores_gemma":[0.0004422749,0.00004308257,0.7457079,0.00002838,0.0001184862,0.000007138126,0.009616467,0.000003356967,0.002010254,0.0001844424,0.2414678,0.0003703317],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9128917,0.006640312,0.0002709641,0.01976879,0.001124935,0.001276496,0.000323731,0.00007882311,0.05762418],"genre_scores_gemma":[0.9134268,0.0003171113,0.000331164,0.08260013,0.002255412,0.000182738,0.0002758162,0.00007159891,0.0005392862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5868999,"threshold_uncertainty_score":0.9441056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01820587706311547,"score_gpt":0.3085182454062803,"score_spread":0.2903123683431648,"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."}}