{"id":"W4386021869","doi":"10.1200/op.23.00376","title":"Evaluating Oncology Clinical Pathways: What Bar Are We Aiming for?","year":2023,"lang":"en","type":"letter","venue":"JCO Oncology Practice","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Novartis (Canada); Pfizer (Canada); AstraZeneca (Canada); McMaster University; Bristol-Myers Squibb (Canada); Juravinski Cancer Centre","funders":"","keywords":"Clinical Oncology; Clinical pathway; Medicine; Precision oncology; Oncology; Bar (unit); Intensive care medicine; Internal medicine; Medical physics; Cancer; Nursing","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.1225772,0.0007668521,0.004956997,0.0008456349,0.0007274555,0.0004107023,0.001213108,0.005493555,0.0005809412],"category_scores_gemma":[0.1324817,0.001020772,0.0008434885,0.0003677166,0.0003269264,0.002617241,0.0004213647,0.005511571,0.01505535],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004905198,"about_ca_system_score_gemma":0.00305381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002797424,"about_ca_topic_score_gemma":0.0001770596,"domain_scores_codex":[0.9746886,0.008122697,0.01269848,0.00253437,0.0003345525,0.001621246],"domain_scores_gemma":[0.866317,0.109393,0.02176499,0.001563674,0.0006225173,0.0003387908],"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":[0.0001231253,0.0002621969,0.0003597498,0.0009628977,0.000621878,0.0002041099,0.001591906,0.00008871753,3.581126e-7,0.002789555,0.9816809,0.01131461],"study_design_scores_gemma":[0.00235041,0.001690601,0.000169793,0.0004546698,0.000251156,0.0001187315,0.008796613,0.004240064,2.843051e-7,0.01056296,0.9704558,0.0009089133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0005110133,0.00611151,0.001475362,0.9607429,0.02035362,0.003038609,0.0005938346,0.0003115879,0.006861562],"genre_scores_gemma":[0.00006122849,0.009221733,0.03225342,0.92799,0.02295451,0.001750167,0.0005905507,0.0003165248,0.004861893],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1083717,"threshold_uncertainty_score":0.9992242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8771083353533013,"score_gpt":0.6367885250140679,"score_spread":0.2403198103392334,"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."}}