{"id":"W4390134996","doi":"10.1002/acm2.14246","title":"Linear accelerator maintenance cost analysis","year":2023,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency; University of Victoria; Spinal Cord Injury BC; University of British Columbia; Kelowna General Hospital","funders":"","keywords":"Service (business); Technician; Capital cost; Cost estimate; Computer science; Operations management; Linear particle accelerator; Reliability engineering; Operations research; Business; Engineering; Systems engineering; Marketing","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009919444,0.0001832365,0.001266263,0.000132196,0.0003945618,0.00000679428,0.0006531961,0.000672736,0.0008814128],"category_scores_gemma":[0.003992989,0.0001335071,0.0006690664,0.002008103,0.000279332,0.00008453339,0.0001991879,0.004082686,0.001206272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001064617,"about_ca_system_score_gemma":0.001348011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001541397,"about_ca_topic_score_gemma":0.00002468636,"domain_scores_codex":[0.9934024,0.0007834894,0.003333226,0.0002838899,0.001510958,0.0006859878],"domain_scores_gemma":[0.9885128,0.007941286,0.001398351,0.0004202028,0.0006056615,0.001121671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00363677,0.001790168,0.1493168,0.001291466,0.004587061,0.0005904612,0.005609254,0.0009021228,0.00003044804,0.1064159,0.3274837,0.3983459],"study_design_scores_gemma":[0.01565384,0.001308943,0.2704976,0.001774324,0.00265781,0.00000931775,0.0136906,0.02085267,0.00005371432,0.1746076,0.4975341,0.001359457],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8093517,0.0001349103,0.04399373,0.10889,0.01188731,0.002202094,0.0001862612,0.00048602,0.02286803],"genre_scores_gemma":[0.968738,0.001331285,0.0007245404,0.01947309,0.009307751,0.00003513425,0.00003510476,0.00003683074,0.000318282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3969864,"threshold_uncertainty_score":0.9995714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.298019434169346,"score_gpt":0.5785978525734738,"score_spread":0.2805784184041278,"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."}}