{"id":"W2606111619","doi":"10.1002/acm2.12081","title":"Insight gained from responses to surveys on reference dosimetry practices","year":2017,"lang":"en","type":"article","venue":"Journal of Applied Clinical Medical Physics","topic":"Advanced Radiotherapy Techniques","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McGill University; National Research Council Canada","funders":"","keywords":"Dosimetry; Medical physics; Reference values; Quality assurance; Computer science; Medical physicist; Medicine; Nuclear medicine; External quality assessment","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":[0.002825836,0.0002249682,0.0007119018,0.00004587788,0.0002122411,0.0001088873,0.001190563,0.0001729811,0.0003892634],"category_scores_gemma":[0.002269523,0.0001664865,0.0002143537,0.00008793004,0.0002696803,0.0002550333,0.0001577696,0.001449477,0.00003617075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003407624,"about_ca_system_score_gemma":0.0002880785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005056682,"about_ca_topic_score_gemma":0.000001246055,"domain_scores_codex":[0.99713,0.0003477623,0.001022145,0.0003244508,0.0009220119,0.0002536122],"domain_scores_gemma":[0.991573,0.004206681,0.002718656,0.000777465,0.0001614675,0.00056278],"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":[0.00363744,0.00210235,0.06457879,0.000008974462,0.0006467424,0.00005884285,0.0001796926,0.0000142367,0.001896545,0.02129047,0.007789617,0.8977963],"study_design_scores_gemma":[0.01119038,0.005255011,0.4312659,0.001127244,0.0003903191,0.00000486072,0.0001987725,0.0003327426,0.06492631,0.3237148,0.1597092,0.001884519],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6727666,0.00003667438,0.2998253,0.003921464,0.000965349,0.0003573055,0.00005943968,0.00005624484,0.02201157],"genre_scores_gemma":[0.9792912,0.00006056579,0.01385327,0.00134396,0.005344418,0.000008051666,0.000005368877,0.00003310429,0.00006006045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8959118,"threshold_uncertainty_score":0.6789123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09958298932932517,"score_gpt":0.4533609871370303,"score_spread":0.3537779978077051,"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."}}