{"id":"W4378781075","doi":"10.1038/s41598-023-36003-9","title":"A longitudinal Q-study to assess changes in students’ perceptions at the time of pandemic","year":2023,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Q Methodology Applications","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McMaster University","funders":"McMaster University","keywords":"Pandemic; Perception; Restructuring; Coronavirus disease 2019 (COVID-19); Baseline (sea); Salient; Medical education; Psychology; Longitudinal study; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Mathematics education; Computer science; Medicine; Political science; Pathology; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.03696949,0.0001111858,0.0002915158,0.0008223483,0.0005093491,0.000233037,0.00103182,0.00004580847,0.001123491],"category_scores_gemma":[0.005038318,0.00007118405,0.00007623684,0.00572741,0.0003977512,0.00009812268,0.0009993785,0.0001272712,0.002297361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007612248,"about_ca_system_score_gemma":0.00009400328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000053279,"about_ca_topic_score_gemma":0.004456461,"domain_scores_codex":[0.9945962,0.0007568364,0.0008998157,0.001148288,0.00226164,0.0003371637],"domain_scores_gemma":[0.9952271,0.001853604,0.0003612451,0.002117733,0.0003423303,0.00009797607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000004527245,0.0001499346,0.9486355,7.73129e-7,0.000007209822,0.00003783577,0.00427593,0.0002353705,0.01807998,0.000007994922,0.02792107,0.000643933],"study_design_scores_gemma":[0.00006480824,0.00003294169,0.9862657,0.000006026616,0.00001165414,0.00005483593,0.003831715,0.00004535245,0.0005657614,0.006374061,0.00267154,0.00007556049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995639,0.000009985958,0.0002917264,0.001142452,0.001507672,0.0009553448,0.000006376853,0.00005943293,0.0003880668],"genre_scores_gemma":[0.9655531,9.491567e-7,0.0002873722,0.00003275177,0.00002764176,0.000223485,0.00000825217,0.000007903386,0.03385856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0376303,"threshold_uncertainty_score":0.9997896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4546648742611811,"score_gpt":0.5355046306382552,"score_spread":0.08083975637707402,"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."}}