{"id":"W3170833426","doi":"10.1096/fasebj.2021.35.s1.05032","title":"Using Q Methodology to Evaluate Online Anatomy Education: Learning in a COVID‐19 Context","year":2021,"lang":"en","type":"article","venue":"The FASEB Journal","topic":"Dental Research and COVID-19","field":"Dentistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McMaster University","funders":"McMaster University","keywords":"Context (archaeology); Likert scale; Psychology; Perception; Medical education; Diversity (politics); Mathematics education; Categorization; Computer science; Medicine; Artificial intelligence; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.03690458,0.0006186294,0.0006039036,0.00393812,0.001323673,0.002126451,0.0008966129,0.0006429832,0.003340229],"category_scores_gemma":[0.0853365,0.0002909725,0.0006453992,0.003666566,0.00173589,0.002106809,0.002473241,0.0006575815,0.0005105725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001710811,"about_ca_system_score_gemma":0.002563812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001445934,"about_ca_topic_score_gemma":0.00192462,"domain_scores_codex":[0.9580122,0.03253413,0.002656202,0.00128905,0.004631999,0.0008764467],"domain_scores_gemma":[0.8838398,0.08086858,0.0119476,0.002950137,0.01907773,0.001316019],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001803781,0.003039805,0.3925273,0.002128743,0.0001708103,0.0006820089,0.07845104,0.003346348,0.01163639,0.007610532,0.004305921,0.4942973],"study_design_scores_gemma":[0.0006878875,0.01809039,0.6982397,0.001302389,0.0002202675,0.0009485128,0.1649195,0.04308626,0.02503629,0.01599724,0.0311734,0.0002982045],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9155904,0.0001576776,0.06764738,0.0003952358,0.00007317118,0.008137159,0.0003927589,0.0001026203,0.007503724],"genre_scores_gemma":[0.8926356,0.000155274,0.09351225,0.0001846938,0.000031837,0.01212782,0.0002547309,0.00003284709,0.001064967],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03690458,"threshold_uncertainty_score":0.1951724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2616296940048934,"score_gpt":0.5127798458846267,"score_spread":0.2511501518797332,"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."}}