{"id":"W4386565442","doi":"10.1097/01.eem.0000554812.03932.9b","title":"First Person","year":2019,"lang":"en","type":"article","venue":"Emergency Medicine News","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Computer science","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":[0.0005288898,0.0010347,0.0007273497,0.001040223,0.002142966,0.003797451,0.001128506,0.001745706,0.9408497],"category_scores_gemma":[0.005138302,0.0003885292,0.0005367118,0.001102238,0.0003021268,0.003078039,0.003123199,0.001591809,0.9028221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008155583,"about_ca_system_score_gemma":0.001729921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002985963,"about_ca_topic_score_gemma":0.005817865,"domain_scores_codex":[0.9993074,0.0001148201,0.00004856404,0.0001694326,0.0002142797,0.0001454369],"domain_scores_gemma":[0.9976699,0.0001964162,0.00008209206,0.0002935328,0.0009875443,0.0007706611],"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":[0.00001945788,0.00002504035,0.0002047047,0.00004640168,0.000001282071,0.00007581114,0.00005782912,0.000007828589,0.00005953783,0.0008181988,0.9516824,0.04700143],"study_design_scores_gemma":[0.00000648568,0.000009722473,0.0002298804,0.00004480316,9.7291e-7,0.000177079,0.000106464,0.00001695794,0.00002847917,0.0002508985,0.9991245,0.000003813178],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007513479,0.0005484686,0.001285274,0.0033228,0.003127765,0.0002086896,0.008289005,0.002689465,0.9797772],"genre_scores_gemma":[0.003136014,0.0004692906,0.0006200911,0.00228126,0.0003119232,0.0001080674,0.003026702,0.0005952303,0.9894515],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9408497,"threshold_uncertainty_score":0.08437067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04597835096150378,"score_gpt":0.329459827515778,"score_spread":0.2834814765542742,"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."}}