{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001339483,0.00009024125,0.0001095656,0.0000960693,0.00004185401,0.000003035777,0.00006139845,0.00009293608,0.00008461116],"category_scores_gemma":[0.00002348772,0.0000807711,0.00003613232,0.0006994301,0.00009116649,0.000005454123,0.00004815957,0.00004589328,0.0000109609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001188902,"about_ca_system_score_gemma":0.00003080611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002361274,"about_ca_topic_score_gemma":0.000003449897,"domain_scores_codex":[0.9992929,0.00002335175,0.0002920629,0.0001732529,0.0001056147,0.0001128763],"domain_scores_gemma":[0.9993315,0.000009040798,0.0001168604,0.0001611614,0.0003673481,0.00001414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001893559,0.001580048,0.28316,0.00007698184,0.0004949266,0.0000515573,0.0004784867,0.00001959994,0.0654622,0.5888588,0.004992564,0.05293133],"study_design_scores_gemma":[0.00566062,0.0007386244,0.4514261,0.00005689434,0.00007241423,0.0001702448,0.0003161706,0.00002066139,0.3016841,0.004579608,0.2345899,0.0006846387],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818249,0.00009244875,0.0004804551,0.000147809,0.0001145524,0.00008830518,0.00001723122,0.000016719,0.01721761],"genre_scores_gemma":[0.9984111,0.00005965327,0.0007934778,0.00003123126,0.0001353126,0.00002386609,0.000367191,0.000009059732,0.0001691667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5842792,"threshold_uncertainty_score":0.329375,"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."}}