{"id":"W4224038806","doi":"10.36834/cmej.73518","title":"Validity as a social imperative: users’ and leaders’ perceptions","year":2022,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre; Université de Sherbrooke","funders":"University of Ottawa","keywords":"Operationalization; Psychology; Snowball sampling; Focus group; Face validity; Construct validity; Conceptualization; External validity; Validity; Content validity; Applied psychology; Social psychology; Concurrent validity; Psychometrics; Computer science; Sociology; Medicine; Clinical psychology; Epistemology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.06632338,0.0003581043,0.0005465915,0.001932333,0.006702254,0.007690009,0.001367131,0.002269895,0.002163646],"category_scores_gemma":[0.1180421,0.0004660149,0.0006689653,0.0009353613,0.02287989,0.005545084,0.008199981,0.003067793,0.000188595],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008188223,"about_ca_system_score_gemma":0.01654674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0116001,"about_ca_topic_score_gemma":0.008758572,"domain_scores_codex":[0.9031851,0.0667612,0.004455037,0.00255828,0.01921302,0.003827259],"domain_scores_gemma":[0.8044654,0.1444891,0.01477649,0.005494627,0.02466575,0.006108556],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007133289,0.00009965609,0.07409272,0.0004974154,0.00002848244,0.0004859498,0.871778,0.0001283547,0.00198266,0.01546119,0.001003062,0.03437118],"study_design_scores_gemma":[0.00002887834,0.0004778276,0.06311397,0.001354678,0.00005293109,0.001224388,0.8835824,0.001589345,0.001288233,0.01643057,0.03071357,0.0001431964],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9271633,0.0008353386,0.01999483,0.01731829,0.0002136961,0.0004297204,0.00004487284,0.00007017227,0.03392988],"genre_scores_gemma":[0.9974599,0.00009282259,0.001459857,0.000530998,0.00001954798,0.0000623119,0.000007264986,0.00000889636,0.0003584963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9932978,"threshold_uncertainty_score":0.3507558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03461921943039342,"score_gpt":0.3719458405207821,"score_spread":0.3373266210903886,"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."}}