{"id":"W1811235998","doi":"10.1111/ecc.12398","title":"Patterns of practice in oncology: is progress reaching our practice?","year":2015,"lang":"en","type":"letter","venue":"European Journal of Cancer Care","topic":"Cancer Immunotherapy and Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Reimbursement; Anticipation (artificial intelligence); Enthusiasm; Intensive care medicine; Clinical Practice; Audit; Disease; Family medicine; Health care; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002199652,0.0003237639,0.0009000454,0.0003878792,0.0000304556,0.00004019857,0.0003887536,0.0002359921,0.00006072115],"category_scores_gemma":[0.0005567906,0.0002591459,0.0003453695,0.000209435,0.00005010778,0.0003500813,0.0000706955,0.003344186,0.000006026296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001256593,"about_ca_system_score_gemma":0.001880511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000278889,"about_ca_topic_score_gemma":0.00003066847,"domain_scores_codex":[0.995648,0.00150325,0.001205834,0.0002768579,0.001039946,0.0003261665],"domain_scores_gemma":[0.994168,0.0001863381,0.003151956,0.0003979398,0.001978006,0.0001177608],"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":[0.004425256,0.0001101465,0.002231551,0.0006097195,0.0009007864,0.02023644,0.01865886,0.000002196929,0.00008714804,1.469385e-7,0.7231666,0.2295712],"study_design_scores_gemma":[0.004698416,0.002105966,0.001530135,0.00422311,0.0009314286,0.002197225,0.0125714,3.410358e-7,0.0001398356,5.839199e-7,0.9713705,0.0002310735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004650156,0.09173908,0.00001355544,0.8854479,0.002434241,0.0004658497,0.0001362642,0.00001506095,0.01509793],"genre_scores_gemma":[0.08304624,0.01537281,0.002539592,0.8815697,0.01576156,0.00001273495,0.00008189408,0.0003041916,0.001311243],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2482039,"threshold_uncertainty_score":0.9999861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0378494461205641,"score_gpt":0.3774756749990305,"score_spread":0.3396262288784664,"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."}}