{"id":"W2284585032","doi":"10.1016/j.jmir.2017.05.002","title":"12-hour Shifts for Radiation Therapists","year":2017,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Hospital Admissions and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Juravinski Cancer Centre; McMaster University","funders":"","keywords":"Staffing; Medicine; Radiation Therapist; Test (biology); Radiation therapy; Family medicine; Nursing; Medical physics; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001727056,0.00005553117,0.0001684961,0.0001071747,0.0004595316,0.0001623352,0.0001841609,0.00003781712,0.00005358314],"category_scores_gemma":[0.002684575,0.00003197215,0.00007039305,0.00003032793,0.0002445588,0.0003462,0.00001726624,0.00011315,0.000001039353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001672647,"about_ca_system_score_gemma":0.0002802749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001010907,"about_ca_topic_score_gemma":0.000001169573,"domain_scores_codex":[0.9988494,0.00001921633,0.0002550552,0.00009121485,0.0006665439,0.0001185853],"domain_scores_gemma":[0.9990456,0.0001710931,0.0003312506,0.00007805761,0.00007865242,0.0002953798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00002718899,0.00004370641,0.1969366,0.00002182371,0.00001805839,0.00001937087,0.000501649,0.000001518892,0.0001366891,0.0004044253,0.007038774,0.7948502],"study_design_scores_gemma":[0.002748969,0.0003393424,0.9059595,0.0002634653,0.0000478184,0.0002297515,0.0007928218,0.01262862,0.0002514026,0.001497593,0.0751459,0.00009481837],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6976604,0.006978414,0.004197503,0.2881258,0.001774507,0.000154261,0.000001887823,0.00001260682,0.0010947],"genre_scores_gemma":[0.995065,0.001823059,0.001059769,0.001136931,0.000776702,9.573606e-7,4.494145e-7,0.000003451274,0.0001336973],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7947553,"threshold_uncertainty_score":0.3534392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02894551540424348,"score_gpt":0.3826712210797135,"score_spread":0.35372570567547,"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."}}