{"id":"W4410085911","doi":"10.2196/preprints.76787","title":"Pediatric Oncology Knowledge Mobilization in Canada: Protocol for an Environmental Scan (Preprint)","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Pediatric oncology; Protocol (science); Medicine; Oncology; Computer science; Internal medicine; World Wide Web; Cancer; Pathology; Alternative 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05123367,0.00202887,0.003742006,0.007676909,0.01129635,0.00678492,0.003562782,0.004192152,0.2014169],"category_scores_gemma":[0.09641284,0.003701641,0.003966708,0.01022891,0.003445568,0.004448582,0.004221058,0.006166364,0.03683507],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03871432,"about_ca_system_score_gemma":0.1873542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2523389,"about_ca_topic_score_gemma":0.4157838,"domain_scores_codex":[0.9737486,0.009717335,0.006145491,0.002262575,0.00535581,0.002770257],"domain_scores_gemma":[0.8928689,0.0196921,0.006867566,0.008207729,0.06734446,0.005019193],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008134121,0.001807606,0.004946422,0.04450778,0.0003157461,0.001004104,0.01634744,0.001660134,0.001233922,0.009288856,0.7919309,0.118823],"study_design_scores_gemma":[0.01260737,0.0009310615,0.02980794,0.03338616,0.000258378,0.0002146114,0.01595779,0.0009169201,0.001395067,0.006720677,0.8973945,0.0004095434],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.001296097,0.0003403154,0.001894583,0.001297586,0.0005404431,0.9601885,0.0267782,0.0001554165,0.007508858],"genre_scores_gemma":[0.001324451,0.0002278486,0.002674168,0.0006574063,0.00004830296,0.9905353,0.002546561,0.00002358937,0.001962321],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.9612857,"threshold_uncertainty_score":0.6738065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05440914012438559,"score_gpt":0.389691586139214,"score_spread":0.3352824460148284,"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."}}