{"id":"W4253859248","doi":"10.1515/energyo.0036.00010","title":"AIR POLLUTION AND EMERGENCY DEPARTMENT VISITS FOR CHEST PAIN AND WEAKNESS IN EDMONTON, CANADA","year":2018,"lang":"en","type":"dataset","venue":"energyo","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Emergency department; Chest pain; Weakness; Air pollution; Medicine; Medical emergency; Nursing; Surgery","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003901623,0.0003053537,0.000427599,0.000174687,0.0001037416,0.000009970993,0.000117792,0.0001958325,0.0001973233],"category_scores_gemma":[0.0002246132,0.0002902619,0.00004714498,0.0001689264,0.00008400314,0.00005477988,0.0001354935,0.0001963193,0.000001530358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008426422,"about_ca_system_score_gemma":0.001171413,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2889214,"about_ca_topic_score_gemma":0.8129742,"domain_scores_codex":[0.998085,0.0001206192,0.0003299405,0.0005889586,0.0004040711,0.0004713673],"domain_scores_gemma":[0.998964,0.00006584458,0.00009826555,0.0004074602,0.000112455,0.0003519395],"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":[0.0002055974,0.0001087199,0.0009206494,0.001209943,0.00007673485,0.0001194134,0.000008479967,0.000004903857,0.00002113783,0.00001765762,0.9911711,0.006135647],"study_design_scores_gemma":[0.001023995,0.0001695729,0.1317404,0.0001736514,0.00008243106,0.00001835437,0.00003651477,0.0001611411,0.00002573875,0.00005159017,0.8662785,0.0002380931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0252958,0.005536512,0.00001249813,0.001076755,0.0004193163,0.0008895004,0.9667034,0.00001359592,0.00005261014],"genre_scores_gemma":[0.02679763,0.001476144,0.00007182088,0.0003251509,0.0008923342,0.0003449183,0.9692581,0.00004290201,0.0007909455],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5240527,"threshold_uncertainty_score":0.9999549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009900609338107253,"score_gpt":0.2727673779308945,"score_spread":0.2628667685927872,"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."}}