{"id":"W4249941860","doi":"10.1016/s0016-5085(20)32345-3","title":"Su1817 FOCUSING ON THE FUTURE: REDUCING BARRIERS AND IMPROVING ACCESS TO IBD SPECIALTY CARE ACROSS CANADA","year":2020,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Specialty; Business; Medicine; Family medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005366406,0.0001625792,0.0002130301,0.0000317692,0.001441579,0.00007381632,0.0004747922,0.00008625887,0.0004153456],"category_scores_gemma":[0.001061066,0.0001300507,0.00002731768,0.0001799332,0.0000803968,0.0001946427,0.0006234021,0.0009598233,0.00003419907],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005923035,"about_ca_system_score_gemma":0.0009485537,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1686543,"about_ca_topic_score_gemma":0.582101,"domain_scores_codex":[0.9973124,0.0006944044,0.0003208626,0.0004528649,0.0002988743,0.0009205657],"domain_scores_gemma":[0.9985553,0.0002285736,0.0001622186,0.0003242807,0.0001625755,0.0005670398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007436053,0.000009537785,0.9444059,0.0001359052,0.0000274253,0.00002076282,0.0242735,0.00002474837,0.0003796329,0.00003728089,0.02301992,0.006921746],"study_design_scores_gemma":[0.0007533616,0.0003424703,0.8151249,0.00004334837,0.00001668778,0.00001203089,0.1344971,0.00005486902,0.0001700219,0.000009185911,0.04885607,0.0001199767],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8596064,0.00006660524,0.00004727299,0.1374134,0.001763267,0.0006875955,0.00006473619,0.00002451694,0.0003262349],"genre_scores_gemma":[0.9529752,0.0000135877,0.00005143291,0.0448004,0.0019636,0.00009668847,0.00001337831,0.00002954716,0.00005617966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4134467,"threshold_uncertainty_score":0.9998584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04787374828129727,"score_gpt":0.4210624266901531,"score_spread":0.3731886784088559,"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."}}