{"id":"W4240814083","doi":"10.1016/j.jmir.2019.03.153","title":"Utilizing Quality Improvement Methods to Examine the Radiation Therapy Pathway for Patients Requiring Urgent Radiation Therapy at a Community Cancer Centre","year":2019,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lakeridge Health","funders":"","keywords":"Radiation Therapist; Quality management; Timeline; Quality (philosophy); Medicine; Minor (academic); Session (web analytics); Health care; Radiation therapy; Medical education; Psychology; Operations management; Business; Political science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005277455,0.0002268547,0.0003362994,0.001606616,0.001110943,0.00143546,0.0005723734,0.0005166883,0.001483875],"category_scores_gemma":[0.0208871,0.0002212594,0.0005451771,0.001643599,0.0003483293,0.000950841,0.001008197,0.001145727,0.0001338734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00260776,"about_ca_system_score_gemma":0.006145675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01679614,"about_ca_topic_score_gemma":0.03439035,"domain_scores_codex":[0.9954657,0.002691429,0.0005340741,0.0002356742,0.0006027238,0.0004703733],"domain_scores_gemma":[0.9824923,0.005603127,0.005717184,0.000421608,0.003504246,0.002261479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001732131,0.002238687,0.9551582,0.0001014869,0.0001062917,0.00008557524,0.002530366,0.0003531115,0.0002605154,0.0001171454,0.001289602,0.03758578],"study_design_scores_gemma":[0.0001151294,0.002731382,0.9772435,0.0001038244,0.00009139033,0.0001339149,0.01186376,0.005065767,0.0004956858,0.0001531969,0.001958574,0.00004374906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995661,0.0001179543,0.0009708499,0.0009568408,0.00002085337,0.000460503,0.0002294734,0.00003172971,0.00155086],"genre_scores_gemma":[0.9939102,0.0001521569,0.00487906,0.0002955727,0.00001154168,0.0002694122,0.0001739277,0.000007158705,0.0003011188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01679614,"threshold_uncertainty_score":0.03339678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1864136334222869,"score_gpt":0.5374735627032997,"score_spread":0.3510599292810128,"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."}}