{"id":"W2213665189","doi":"10.1016/j.prro.2015.11.010","title":"The human factor","year":2015,"lang":"en","type":"article","venue":"Practical Radiation Oncology","topic":"Advances in Oncology and Radiotherapy","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Medicine; Radiation oncologist; Value (mathematics); Family medicine; Medical education; Internal medicine; Radiation therapy","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":[0.002037648,0.0007193095,0.0003842791,0.001161084,0.0009662603,0.00343924,0.0005789964,0.001320581,0.1029108],"category_scores_gemma":[0.007653392,0.0001415291,0.000599507,0.001091799,0.003269661,0.001757622,0.00131667,0.001321968,0.02575037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001241,"about_ca_system_score_gemma":0.002956375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003117722,"about_ca_topic_score_gemma":0.001865846,"domain_scores_codex":[0.9983725,0.0006016834,0.00006281876,0.0002994473,0.0004802783,0.0001833026],"domain_scores_gemma":[0.9966012,0.001663275,0.0002793816,0.0005253063,0.0005643957,0.0003662771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000151315,0.00008090108,0.003371162,0.0003561858,0.00004432794,0.0003851653,0.0006711264,0.0005095873,0.002036264,0.5829111,0.1523594,0.2571235],"study_design_scores_gemma":[0.0000236591,0.0001143347,0.002896274,0.000215082,0.00002324855,0.0007242753,0.0003764386,0.0001612007,0.0007816491,0.06266741,0.9319951,0.00002144653],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.009882293,0.01221507,0.02396119,0.02118933,0.006442313,0.0002287121,0.002067192,0.0004475917,0.9235662],"genre_scores_gemma":[0.3245866,0.01823708,0.01723095,0.01126531,0.005225418,0.0005296685,0.002258209,0.000251285,0.6204154],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1029108,"threshold_uncertainty_score":0.3442711,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08374927285097433,"score_gpt":0.5215087080627857,"score_spread":0.4377594352118114,"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."}}