{"id":"W4235307384","doi":"10.21203/rs.2.15264/v1","title":"Identifying a region-level ‘Knowledge Translation Signature’ in rectal cancer surgery – an observational pilot study","year":2019,"lang":"en","type":"preprint","venue":"Research Square","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; University of Toronto; McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Observational study; Translation (biology); Signature (topology); Colorectal cancer; Medicine; Cancer; General surgery; Internal medicine; Mathematics; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002256434,0.0002671614,0.0005387723,0.0005980807,0.0007614459,0.001216354,0.0006914944,0.001134454,0.00318676],"category_scores_gemma":[0.02078237,0.0003878409,0.0007442262,0.001579504,0.0008122888,0.001415096,0.001231927,0.001227603,0.0009212032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000721283,"about_ca_system_score_gemma":0.001713082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007920485,"about_ca_topic_score_gemma":0.008237878,"domain_scores_codex":[0.9973944,0.0009546414,0.0003134556,0.000634136,0.0003017824,0.0004015306],"domain_scores_gemma":[0.9888157,0.004090399,0.003819119,0.001140168,0.001133771,0.001000926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009997833,0.0005991121,0.987133,0.0001968012,0.0001770001,0.0002568405,0.002599715,0.00007050725,0.0007133803,0.00006171184,0.0007441452,0.006447928],"study_design_scores_gemma":[0.00004422883,0.0009041983,0.9942438,0.00006382888,0.0001322588,0.0002891237,0.003005566,0.0002356322,0.0002103329,0.00009804792,0.0007487398,0.00002428463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989471,0.00009134763,0.0001359815,0.00009471957,0.00001094837,0.00003476851,0.0004203097,0.000002753799,0.0002620519],"genre_scores_gemma":[0.9989783,0.00005858302,0.0001914188,0.0001096761,0.00001327517,0.0000396128,0.0004173097,0.000006358589,0.0001855513],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007920485,"threshold_uncertainty_score":0.01574874,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9034062518560267,"score_gpt":0.6664247923823029,"score_spread":0.2369814594737238,"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."}}