{"id":"W2946942818","doi":"10.1016/j.ijrobp.2019.02.052","title":"In Regard to Halperin","year":2019,"lang":"en","type":"letter","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Radiation oncology; Medicine; Medical radiation; Curriculum; Medical school; Oncology; Medical education; Family medicine; Internal medicine; Radiation therapy; Medical physics; Psychology; Pedagogy","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":[0.002704449,0.001089675,0.001511318,0.0008013716,0.007802521,0.006346336,0.00225824,0.09929698,0.007201348],"category_scores_gemma":[0.02941604,0.0009216957,0.001346243,0.0007401415,0.005422629,0.004610633,0.003369974,0.07442006,0.004812954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005493357,"about_ca_system_score_gemma":0.005759048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003955107,"about_ca_topic_score_gemma":0.008117841,"domain_scores_codex":[0.9971674,0.0005256379,0.0002426198,0.0006408587,0.0006438824,0.0007796073],"domain_scores_gemma":[0.9940242,0.003011085,0.0005651123,0.000211502,0.0007519961,0.001436069],"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":[0.00005048991,0.00002951675,0.0006060437,0.00006067249,0.00002870911,0.01223731,0.0003961472,0.0001162018,0.0001641221,0.009352919,0.9711623,0.005795481],"study_design_scores_gemma":[0.00009309591,0.00006344649,0.0007567572,0.0004332301,0.00004975026,0.008721407,0.001009268,0.0003983339,0.0002517428,0.02109318,0.9670415,0.00008834551],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004324346,0.002105383,0.0001096894,0.9459534,0.0467765,0.00001054061,0.00001520826,0.00001449477,0.004582258],"genre_scores_gemma":[0.004767579,0.0008972426,0.0001162554,0.9492253,0.03666607,0.00002216759,0.000007508655,0.00001875358,0.008279045],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09929698,"threshold_uncertainty_score":0.03985727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01936283514324683,"score_gpt":0.3816364092867119,"score_spread":0.3622735741434651,"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."}}