{"id":"W7132922906","doi":"","title":"An evaluation of the adoption and diffusion of surgical innovations in an Ontario academic health sciences centre","year":2006,"lang":"","type":"dissertation","venue":"TSpace","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outpatient surgery; Outpatient clinic; Sentinel lymph node; Node (physics); Craniotomy; Diffusion of innovations; Biomedical sciences","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":[],"consensus_categories":[],"category_scores_codex":[0.01388052,0.0003446251,0.0003772126,0.002176929,0.003751045,0.002200348,0.001025075,0.0005893262,0.001370984],"category_scores_gemma":[0.03009549,0.0003729702,0.0003877309,0.003440125,0.001906283,0.001248167,0.00202197,0.0007185133,0.0001367458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03412233,"about_ca_system_score_gemma":0.04292847,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3970354,"about_ca_topic_score_gemma":0.5109431,"domain_scores_codex":[0.9861963,0.005517312,0.0008351523,0.0004851563,0.005141778,0.00182433],"domain_scores_gemma":[0.9706852,0.008527861,0.006345457,0.0006722809,0.008334076,0.005435125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008828195,0.001519204,0.747442,0.0007034478,0.00007560945,0.0009472148,0.1712729,0.0007219539,0.00196374,0.000848332,0.001357356,0.07226548],"study_design_scores_gemma":[0.00009538801,0.001847183,0.8827202,0.0001543837,0.00003187541,0.0001137767,0.1096363,0.001051159,0.000518931,0.00006812342,0.003717996,0.00004462917],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977959,0.00008684929,0.00008414559,0.0002398594,0.000003122336,0.0002414384,0.00005290987,0.00000382523,0.001491969],"genre_scores_gemma":[0.9987695,0.0001760566,0.0004947726,0.00005342398,0.000003263826,0.00009853143,0.00005926017,0.000001679767,0.0003436122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6029646,"threshold_uncertainty_score":0.7894487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09406004440814851,"score_gpt":0.4459975248523655,"score_spread":0.351937480444217,"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."}}