{"id":"W2884587081","doi":"10.2196/10203","title":"Web-Based Learning for Children in Pediatric Care: Qualitative Study Assessing Educational Challenges","year":2018,"lang":"en","type":"article","venue":"JMIR Perioperative Medicine","topic":"Pediatric Pain Management Techniques","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Web application; Medical education; Psychology; Medicine; Nursing; Computer science; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001521629,0.0003341233,0.0006258446,0.0007970976,0.0002772513,0.00002909235,0.0001769307,0.00010103,0.0002004422],"category_scores_gemma":[0.001198905,0.0002722911,0.00007047916,0.0006823543,0.0002844799,0.0001918704,0.00005310959,0.0003993071,0.00001702332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003230102,"about_ca_system_score_gemma":0.0004718577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005953092,"about_ca_topic_score_gemma":0.0001214894,"domain_scores_codex":[0.9972672,0.00057297,0.0005497112,0.000670329,0.0005433817,0.0003964427],"domain_scores_gemma":[0.9981779,0.0005578192,0.0001917098,0.0003062908,0.0006290564,0.0001372157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003334645,0.001397466,0.7119134,0.0004569386,0.0001092929,0.00001567923,0.2756879,0.000008339682,0.0005837643,0.0003865529,0.003628627,0.005478568],"study_design_scores_gemma":[0.007997858,0.00566505,0.8859276,0.0001849786,0.0001988231,0.000003724796,0.09799681,0.0003290511,0.00004485861,0.00005070999,0.001282643,0.000317857],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976217,0.002418384,0.001041183,0.009398948,0.0001575751,0.004842859,0.00000415052,0.0002148188,0.005705059],"genre_scores_gemma":[0.9906756,0.0002023006,0.00301631,0.0005485853,0.002961905,0.001893692,0.000146925,0.00005231418,0.0005023167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1776911,"threshold_uncertainty_score":0.9999729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04139537198383619,"score_gpt":0.4224638787180214,"score_spread":0.3810685067341852,"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."}}