{"id":"W4402273079","doi":"10.1186/s12885-024-12733-5","title":"A protocol for stakeholder engagement in head and neck cancer pragmatic trials","year":2024,"lang":"en","type":"letter","venue":"BMC Cancer","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Toronto Rehabilitation Institute; University of Toronto","funders":"Patient-Centered Outcomes Research Institute","keywords":"Surgical oncology; Medicine; Protocol (science); Head and neck cancer; Stakeholder engagement; Head and neck; Stakeholder; Cancer; Oncology; Medical physics; Surgery; Internal medicine; Public relations; Alternative medicine; Pathology; Political science","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":[],"category_scores_codex":[0.01043897,0.0003898354,0.001464021,0.0003078345,0.00005808583,0.0001231982,0.0002274809,0.001198372,0.001803121],"category_scores_gemma":[0.01497387,0.0002827702,0.0002786661,0.0002682289,0.0001825801,0.00004457883,0.000197834,0.007144159,0.00002554781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008406796,"about_ca_system_score_gemma":0.004763047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001321343,"about_ca_topic_score_gemma":0.01131735,"domain_scores_codex":[0.9950068,0.0006302382,0.001427819,0.0009603485,0.001300436,0.000674354],"domain_scores_gemma":[0.983272,0.01533354,0.0003103908,0.0006098303,0.0003383518,0.0001358625],"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":[0.0007626721,0.00007354821,0.001443161,0.05029969,0.0002232799,0.0001250862,0.0002534587,0.00000533195,0.00001859661,0.0001413195,0.9437325,0.002921373],"study_design_scores_gemma":[0.006999328,0.0003628396,0.000529615,0.01865723,0.000256688,0.000003341371,0.00002502775,0.0001206719,0.00004451515,0.006302549,0.9664169,0.0002813281],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"protocol","genre_scores_codex":[0.000193172,0.001007495,0.00005445468,0.6200272,0.0005784488,0.3763652,0.000392732,0.00005525321,0.001325996],"genre_scores_gemma":[0.000009114654,0.0002687713,0.001365636,0.2221427,0.005425363,0.7288104,0.00003843517,0.0001214198,0.04181812],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.3978845,"threshold_uncertainty_score":0.9999624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8448628561977897,"score_gpt":0.6666211069186283,"score_spread":0.1782417492791614,"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."}}