{"id":"W2114761890","doi":"10.1177/1553350611409063","title":"Adoption of Surgical Innovations","year":2011,"lang":"en","type":"article","venue":"Surgical Innovation","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University Health Network; Health Sciences Centre; University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Snowball sampling; Nonprobability sampling; Credentialing; Champion; Qualitative research; Sentinel lymph node; Grounded theory; Psychological intervention; Health care; Medical education; Nursing; Breast cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01583443,0.0004559659,0.0002586712,0.002019902,0.002889364,0.005094836,0.00145622,0.001352248,0.005272824],"category_scores_gemma":[0.0595255,0.0003043851,0.0007275781,0.001588885,0.005945523,0.002447821,0.005403637,0.002436898,0.0005994145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0132404,"about_ca_system_score_gemma":0.03904866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04097833,"about_ca_topic_score_gemma":0.04480683,"domain_scores_codex":[0.979218,0.00811589,0.001197618,0.0011385,0.007821049,0.002508962],"domain_scores_gemma":[0.9520181,0.02214688,0.005436621,0.003019691,0.01122342,0.006155308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001774572,0.0006201348,0.2310842,0.002555519,0.0001331933,0.001957011,0.2196482,0.001179095,0.004046299,0.04904786,0.009189084,0.4803619],"study_design_scores_gemma":[0.00009102202,0.001122049,0.2274562,0.004701189,0.0001765051,0.002761137,0.2480729,0.002625307,0.003987885,0.01745942,0.4913372,0.0002091533],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8002582,0.005045648,0.011155,0.0329046,0.0005123148,0.0009540821,0.0003172218,0.0002584132,0.1485945],"genre_scores_gemma":[0.9859503,0.002211623,0.005460925,0.001498341,0.00006378333,0.0001472939,0.0001201878,0.00002699633,0.004520455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04097833,"threshold_uncertainty_score":0.09606624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03584536236879377,"score_gpt":0.2816631378341122,"score_spread":0.2458177754653184,"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."}}