{"id":"W2809327440","doi":"10.1093/pm/pny105","title":"Evaluating an Innovative eLearning Pain Education Interprofessional Resource: A Pre–Post Study","year":2018,"lang":"en","type":"article","venue":"Pain Medicine","topic":"Pediatric Pain Management Techniques","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; McMaster University","funders":"","keywords":"Formative assessment; Usability; Curriculum; Context (archaeology); Medical education; Pain assessment; Resource (disambiguation); Medicine; Empathy; Health care; Psychology; Pain management; Physical therapy; Computer science; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.02984986,0.0002717304,0.0004380484,0.0006620735,0.0002503938,0.00001622372,0.0002772705,0.0001041469,0.0006507612],"category_scores_gemma":[0.0187599,0.0002151314,0.00003345044,0.001318544,0.0002599904,0.0001476422,0.0001365826,0.0005583623,0.00002349444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002164725,"about_ca_system_score_gemma":0.0004466909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002447591,"about_ca_topic_score_gemma":0.00003052077,"domain_scores_codex":[0.9936426,0.003707699,0.0006834469,0.0005940125,0.0009925655,0.0003797047],"domain_scores_gemma":[0.9968145,0.00102024,0.0003427561,0.0006474231,0.000975967,0.0001990892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008820837,0.00135372,0.4629971,0.0002482792,0.0001338015,0.00002146595,0.03211062,8.876804e-7,0.01203954,0.00006697421,0.04500435,0.4451412],"study_design_scores_gemma":[0.005017299,0.04959386,0.7854219,0.004382432,0.0004989884,0.00002282867,0.1031889,0.02915249,0.000154203,0.0006563971,0.02115225,0.0007584173],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685428,0.000168571,0.01757105,0.00467745,0.0001905977,0.002293511,6.984419e-7,0.0005357017,0.006019648],"genre_scores_gemma":[0.9692306,0.000006359125,0.009844285,0.01550425,0.003117411,0.0002992947,0.0001686111,0.00005197084,0.001777209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4443827,"threshold_uncertainty_score":0.9989737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04156459752837224,"score_gpt":0.4424649328798775,"score_spread":0.4009003353515053,"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."}}