{"id":"W4290631855","doi":"10.1007/s10029-022-02658-y","title":"The Shouldice Method: an expert’s consensus","year":2022,"lang":"en","type":"article","venue":"Hernia","topic":"Hernia repair and management","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Kingston Health Sciences Centre; Thornhill Medical (Canada)","funders":"","keywords":"Medicine; Likert scale; Delphi method; Cronbach's alpha; Interquartile range; Hernia; General surgery; Surgery; Psychometrics; Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0490897,0.001607392,0.00546169,0.006650711,0.003844121,0.009048314,0.01183855,0.02608341,0.006823936],"category_scores_gemma":[0.1077762,0.001201227,0.004533973,0.003829892,0.006060069,0.01221592,0.004494237,0.02687397,0.006229272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005200443,"about_ca_system_score_gemma":0.01498842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00475151,"about_ca_topic_score_gemma":0.007457551,"domain_scores_codex":[0.96647,0.008725771,0.0112477,0.00357838,0.00844027,0.001537963],"domain_scores_gemma":[0.8637647,0.05528821,0.006259169,0.00621472,0.0602364,0.008236826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003607101,0.0002159547,0.00178228,0.009656064,0.0007281482,0.001945402,0.001257278,0.0005212995,0.0009297139,0.01625757,0.6292947,0.3370509],"study_design_scores_gemma":[0.0002195311,0.0001052641,0.001720763,0.03649428,0.0006226549,0.004126081,0.001857569,0.0008628077,0.0008886008,0.03172746,0.9210607,0.0003143525],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001811695,0.3026399,0.02174844,0.514285,0.1431265,0.0002876037,0.000433851,0.0002583773,0.01540868],"genre_scores_gemma":[0.04857626,0.3205493,0.09761297,0.3746521,0.1455375,0.0009250018,0.001341659,0.0006299812,0.01017522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0490897,"threshold_uncertainty_score":0.2596142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04131106205003335,"score_gpt":0.3651684841538592,"score_spread":0.3238574221038258,"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."}}